Selected Recent Papers

  1. Gokhan Capan, Semih Akbayrak, Taha Ceritli and Ali Taylan Cemgil, “Sum Conditioned Poisson Factorization,” in The international conference on Latent Variable Analysis and Signal Separation, LVA/ICA, 2018.
    [BibTeX] [URL]

    @inproceedings{Capan2018,
      author = {Gokhan Capan and Semih Akbayrak and Taha Ceritli and Ali Taylan Cemgil},
      title = {Sum Conditioned Poisson Factorization},
      booktitle = {The international conference on Latent Variable Analysis and Signal Separation, LVA/ICA},
      year = {2018},
      url = {https://link.springer.com/chapter/10.1007/978-3-319-93764-9_3}
    }
    
  2. Umut Simsekli, Cagatay Yildiz, Thanh Huy Nguyen, Ali Taylan Cemgil and Gaël RICHARD, “Asynchronous Stochastic Quasi-Newton MCMC for Non-Convex Optimization,” in ICML 2018, 2018.
    [BibTeX] [URL]

    @inproceedings{Simsekli2018,
      author = {Umut Simsekli and Cagatay Yildiz and Thanh Huy Nguyen and Ali Taylan Cemgil and Gaël RICHARD},
      title = {Asynchronous Stochastic Quasi-Newton MCMC for Non-Convex Optimization},
      booktitle = {ICML 2018},
      year = {2018},
      url = {https://arxiv.org/abs/1806.02617}
    }
    
  3. B. Kurutmaz, A. T. Cemgil, U. Simsekli and S. Yildirim, “Bayesian Nonnegative Matrix Factorization as an
    Allocation Model,” in Advances in Approximate Bayesian Inference, NIPS 2017 Workshop, 2017.
    [BibTeX] [URL]

    @inproceedings{Kurutmaz2017,
      author = {Kurutmaz, B. and Cemgil, A. T. and Simsekli, U. and Yildirim, S.},
      title = {Bayesian Nonnegative Matrix Factorization as an
    Allocation Model}, booktitle = {Advances in Approximate Bayesian Inference, NIPS 2017 Workshop}, year = {2017}, url = {http://approximateinference.org/2017/accepted/KurutmazEtAl2017.pdf} }
  4. A. K. Bozkurt and A. T. Cemgil, “Distributed particle filtering under real-time constraints,” in 2017 25th European Signal Processing Conference (EUSIPCO), pp. 1584-1588, Aug 2017.
    [BibTeX] [URL]

    @inproceedings{8081476,
      author = {A. K. Bozkurt and A. T. Cemgil},
      title = {Distributed particle filtering under real-time constraints},
      booktitle = {2017 25th European Signal Processing Conference (EUSIPCO)},
      year = {2017},
      pages = {1584-1588},
      url = {https://ieeexplore.ieee.org/document/8081476/},
      doi = {http://dx.doi.org/10.23919/EUSIPCO.2017.8081476}
    }
    
  5. U. Simsekli, T. Virtanen and A. T. Cemgil, “Non-negative Tensor Factorization Models for Bayesian Audio Processing,” Digital Signal Processing, vol. 47, pp. 178-191, December 2015. support by 113M492.
    [BibTeX] [URL]

    @article{Simsekli2015,
      author = {Simsekli, U. and Virtanen, T. and Cemgil, A. T.},
      title = {Non-negative Tensor Factorization Models for Bayesian Audio Processing},
      journal = {Digital Signal Processing},
      year = {2015},
      volume = {47},
      pages = {178-191},
      note = {support by 113M492},
      url = {https://www.sciencedirect.com/science/article/pii/S105120041500086X?via%3Dihub},
      doi = {http://dx.doi.org/10.1016/j.dsp.2015.03.011}
    }
    
  6. F. Krebs, A. Holzapfel, A.T. Cemgil and G. Widmer, “Inferring Metrical Structure in Music Using Particle Filters,” IEEE/ACM Transactions on Audio, Speech, and Language Processing, vol. 23, no. 5, pp. 817-827, 2015.
    [BibTeX] [URL]

    @article{Krebs2015a,
      author = {Krebs, F. and Holzapfel, A. and Cemgil, A.T. and Widmer, G.},
      title = {Inferring Metrical Structure in Music Using Particle Filters},
      journal = {IEEE/ACM Transactions on Audio, Speech, and Language Processing},
      year = {2015},
      volume = {23},
      number = {5},
      pages = {817--827},
      url = {http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7055854},
      doi = {http://dx.doi.org/10.1109/TASLP.2015.2409737}
    }
    
  7. B. Ermis, E. Acar and A. T. Cemgil, “Link prediction in heterogeneous data via generalized coupled tensor factorization,” Data Mining and Knowledge Discovery, pp. 1-34, 2015.
    [BibTeX] [URL]

    @article{Ermis2013,
      author = {Ermis, B. and Acar, E. and Cemgil, A. T.},
      title = {Link prediction in heterogeneous data via generalized coupled tensor factorization},
      journal = {Data Mining and Knowledge Discovery},
      year = {2015},
      pages = {1-34},
      url = {http://dx.doi.org/10.1007/s10618-013-0341-y},
      doi = {http://dx.doi.org/10.1007/s10618-013-0341-y}
    }
    
  8. U. Simsekli, Y. K. Yilmaz and A. T. Cemgil, “Learning the beta-Divergence in Tweedie Compound Poisson Matrix Factorization Models,” in Proceedings of the 30th International Conference on Machine Learning (ICML-13), vol. 28, no. 3, pp. 1409-1417, may 2013.
    [BibTeX] [URL] PDF

    @inproceedings{Simsekli2013,
      author = {Simsekli, U. and Yilmaz, Y. K. and Cemgil, A. T.},
      title = {Learning the beta-Divergence in Tweedie Compound Poisson Matrix Factorization Models},
      booktitle = {Proceedings of the 30th International Conference on Machine Learning (ICML-13)},
      publisher = {JMLR Workshop and Conference Proceedings},
      year = {2013},
      volume = {28},
      number = {3},
      pages = {1409-1417},
      url = {http://proceedings.mlr.press/v28/simsekli13.html},
      file = {:papers/simsekli-cemgil-yilmaz-icml2013.pdf:PDF}
    }
    
  9. K. Y. Yilmaz, A. T. Cemgil and U Simsekli, “Generalized Coupled Tensor Factorization,” in NIPS, vol. 24, pp. 2151-2159, 2011.
    [BibTeX] [URL] PDF PDF

    @inproceedings{Yilmaz2011,
      author = {Yilmaz, K. Y. and Cemgil, A. T. and Simsekli, U},
      title = {Generalized Coupled Tensor Factorization},
      booktitle = {NIPS},
      year = {2011},
      volume = {24},
      pages = {2151--2159},
      url = {https://papers.nips.cc/paper/4480-generalised-coupled-tensor-factorisation},
      file = {:papers/yilmaz-cemgil-simsekli-nips2011.pdf:PDF;yilmaz-cemgil-simsekli-nips2011.pdf:papers/yilmaz-cemgil-simsekli-nips2011.pdf:PDF}
    }
    
  10. A. T. Cemgil, “Bayesian Inference in Non-negative Matrix Factorisation Models,” Computational Intelligence and Neuroscience, no. Article ID 785152, 2009.
    [BibTeX] [URL] [PDF]

    @article{cemgil09-nmf,
      author = {Cemgil, A. T.},
      title = {Bayesian Inference in Non-negative Matrix Factorisation Models},
      journal = {Computational Intelligence and Neuroscience},
      year = {2009},
      number = {Article ID 785152},
      url = {http://www.cmpe.boun.edu.tr/~cemgil/bnmf/},
      file = {:http//www.hindawi.com/journals/cin/2009/785152.pdf:URL;PDF:papers/cemgil-cin2009.pdf:PDF;cemgil-cin2009.pdf:papers/cemgil-cin2009.pdf:PDF},
      doi = {http://dx.doi.org/10.1155/2009/785152}
    }
    

Journal Papers

  1. Murat Semerci, Ali Taylan Cemgil and Bulent Sankur, “An intelligent cyber security system against DDoS attacks in SIP networks,” Computer Networks, vol. 136, pp. 137 - 154, 2018.
    [BibTeX] [URL]

    @article{SEMERCI2018137,
      author = {Murat Semerci and Ali Taylan Cemgil and Bulent Sankur},
      title = {An intelligent cyber security system against DDoS attacks in SIP networks},
      journal = {Computer Networks},
      year = {2018},
      volume = {136},
      pages = {137 - 154},
      url = {http://www.sciencedirect.com/science/article/pii/S1389128618300987},
      doi = {https://doi.org/10.1016/j.comnet.2018.02.025}
    }
    
  2. Dogac Basaran, Ali Taylan Cemgil and Emin Anarim, “Multiresolution alignment for multiple unsynchronized audio sequences using sequential Monte Carlo samplers,” Digital Signal Processing, vol. 77, pp. 77-85, 2018. Digital Signal Processing & SoftwareX - Joint Special Issue on Reproducible Research in Signal Processing.
    [BibTeX] [URL]

    @article{Basaran2017,
      author = {Dogac Basaran and Ali Taylan Cemgil and Emin Anarim},
      title = {Multiresolution alignment for multiple unsynchronized audio sequences using sequential Monte Carlo samplers},
      journal = {Digital Signal Processing},
      year = {2018},
      volume = {77},
      pages = {77-85},
      note = {Digital Signal Processing & SoftwareX - Joint Special Issue on Reproducible Research in Signal Processing},
      url = {http://www.sciencedirect.com/science/article/pii/S1051200417302518},
      doi = {https://doi.org/10.1016/j.dsp.2017.10.024}
    }
    
  3. F. Serhan DaniÅŸ and Ali Taylan Cemgil, “Model-Based Localization and Tracking Using Bluetooth Low-Energy Beacons,” Sensors, vol. 17, no. 11, pp. 2484-2507, 2017.
    [BibTeX] [URL]

    @article{Danis2017,
      author = {DaniÅŸ, F. Serhan and Cemgil, Ali Taylan},
      title = {Model-Based Localization and Tracking Using Bluetooth Low-Energy Beacons},
      journal = {Sensors},
      year = {2017},
      volume = {17},
      number = {11},
      pages = {2484-2507},
      url = {http://www.mdpi.com/1424-8220/17/11/2484},
      doi = {http://dx.doi.org/10.3390/s17112484}
    }
    
  4. K. Oksuz and A. T. Cemgil, “A Multitarget Tracking Performance Metric: Deficiency Aware Subpattern Assignment,” IET Radar, Sonar and Navigation, vol. 12, no. 3, pp. 373 – 381, March 2018.
    [BibTeX]

    @article{Oksuz2018,
      author = {Oksuz, K. and Cemgil, A. T.},
      title = {A Multitarget Tracking Performance Metric: Deficiency Aware Subpattern Assignment},
      journal = {IET Radar, Sonar and Navigation},
      year = {2018},
      volume = {12},
      number = {3},
      pages = {373 – 381},
      doi = {http://dx.doi.org/10.1049/iet-rsn.2017.0390}
    }
    
  5. Ozan Burak Ericok, Ali Taylan Cemgil and Hakan Erturk, “Approximate Bayesian computation techniques for optical characterization of nanoparticle clusters,” J. Opt. Soc. Am. A, vol. 35, no. 1, pp. 88-97, Jan 2018.
    [BibTeX] [URL]

    @article{Ericok2017,
      author = {Ozan Burak Ericok and Ali Taylan Cemgil and Hakan Erturk},
      title = {Approximate Bayesian computation techniques for optical characterization of nanoparticle clusters},
      journal = {J. Opt. Soc. Am. A},
      publisher = {OSA},
      year = {2018},
      volume = {35},
      number = {1},
      pages = {88--97},
      url = {http://josaa.osa.org/abstract.cfm?URI=josaa-35-1-88},
      doi = {http://dx.doi.org/10.1364/JOSAA.35.000088}
    }
    
  6. Barış Kurt, ÇaÄŸatay Yıldız, Taha Yusuf Ceritli, Bülent Sankur and Ali Taylan Cemgil, “A Bayesian change point model for detecting SIP-based DDoS attacks,” Digital Signal Processing, vol. 77, pp. 48 - 62, 2018. Digital Signal Processing & SoftwareX - Joint Special Issue on Reproducible Research in Signal Processing.
    [BibTeX] [URL]

    @article{Kurt2017,
      author = {Barış Kurt and Çağatay Yıldız and Taha Yusuf Ceritli and Bülent Sankur and Ali Taylan Cemgil},
      title = {A Bayesian change point model for detecting SIP-based DDoS attacks},
      journal = {Digital Signal Processing},
      year = {2018},
      volume = {77},
      pages = {48 - 62},
      note = {Digital Signal Processing & SoftwareX - Joint Special Issue on Reproducible Research in Signal Processing},
      url = {http://www.sciencedirect.com/science/article/pii/S1051200417302361},
      doi = {https://doi.org/10.1016/j.dsp.2017.10.009}
    }
    
  7. Serdar Aslan, Ali Taylan Cemgil and Ata Akin, “Joint state and parameter estimation of the hemodynamic model by particle smoother expectation maximization method,” Journal of Neural Engineering, vol. 13, no. 4, pp. 046010, 2016.
    [BibTeX] [URL]

    @article{Aslan2016,
      author = {Serdar Aslan and Ali Taylan Cemgil and Ata Akin},
      title = {Joint state and parameter estimation of the hemodynamic model by particle smoother expectation maximization method},
      journal = {Journal of Neural Engineering},
      year = {2016},
      volume = {13},
      number = {4},
      pages = {046010},
      url = {http://stacks.iop.org/1741-2552/13/i=4/a=046010}
    }
    
  8. Serdar Aslan, Ali Taylan Cemgil, Murat Samil Aslan, Behcet Ugur Tureyin and Ata Akin, “Joint parameter and state estimation of the hemodynamic model by iterative extended Kalman smoother,” Biomedical Signal Processing and Control, vol. 24, pp. 47 - 62, 2016. SCI-E.
    [BibTeX] [URL]

    @article{Aslan201647,
      author = {Serdar Aslan and Ali Taylan Cemgil and Murat Samil Aslan and Behcet Ugur Tureyin and Ata Akin},
      title = {Joint parameter and state estimation of the hemodynamic model by iterative extended Kalman smoother},
      journal = {Biomedical Signal Processing and Control},
      year = {2016},
      volume = {24},
      pages = {47 - 62},
      note = {SCI-E},
      url = {http://www.sciencedirect.com/science/article/pii/S1746809415001548},
      doi = {http://dx.doi.org/10.1016/j.bspc.2015.09.006}
    }
    
  9. U. Simsekli, A. Liutkus and A. T. Cemgil, “Alpha-Stable Matrix Factorization,” IEEE Signal Processing Letters, vol. 22, no. 12, pp. 2289-2293, Dec 2015. SCI-E.
    [BibTeX]

    @article{Simsekli-spl2015,
      author = {U. Simsekli and A. Liutkus and A. T. Cemgil},
      title = {Alpha-Stable Matrix Factorization},
      journal = {IEEE Signal Processing Letters},
      year = {2015},
      volume = {22},
      number = {12},
      pages = {2289-2293},
      note = {SCI-E},
      doi = {http://dx.doi.org/10.1109/LSP.2015.2477535}
    }
    
  10. B. I. Fidaner, A. Cankorur-Cetinkaya, D. Dikicioglu, B. Kirdar, A. T. Cemgil and S. G. Oliver, “CLUSTERnGO: a user-defined modelling platform for two-stage clustering of time-series data,” Bioinformatics, vol. 32, no. 3, pp. 388-397, Feb 2016. SCI.
    [BibTeX] [URL]

    @article{Fidaner26092015,
      author = {Fidaner, B. I. and Cankorur-Cetinkaya, A. and Dikicioglu, D. and Kirdar, B. and Cemgil, A. T. and Oliver, S. G.},
      title = {CLUSTERnGO: a user-defined modelling platform for two-stage clustering of time-series data},
      journal = {Bioinformatics},
      year = {2016},
      volume = {32},
      number = {3},
      pages = {388-397},
      note = {SCI},
      url = {http://bioinformatics.oxfordjournals.org/content/early/2015/09/30/bioinformatics.btv532.abstract},
      doi = {http://dx.doi.org/10.1093/bioinformatics/btv532}
    }
    
  11. U. Simsekli, T. Virtanen and A. T. Cemgil, “Non-negative Tensor Factorization Models for Bayesian Audio Processing,” Digital Signal Processing, vol. 47, pp. 178-191, December 2015. support by 113M492.
    [BibTeX]

    @article{Simsekli2015,
      author = {Simsekli, U. and Virtanen, T. and Cemgil, A. T.},
      title = {Non-negative Tensor Factorization Models for Bayesian Audio Processing},
      journal = {Digital Signal Processing},
      year = {2015},
      volume = {47},
      pages = {178-191},
      note = {support by 113M492},
      doi = {http://dx.doi.org/10.1016/j.dsp.2015.03.011}
    }
    
  12. D. Basaran, A.T. Cemgil and E. Anarim, “A Probabilistic Model-Based Approach for Aligning Multiple Audio Sequences,” IEEE/ACM Transactions on Audio, Speech, and Language Processing, vol. 23, no. 7, pp. 1160-1171, 2015.
    [BibTeX] [URL]

    @article{Basaran2015a,
      author = {Basaran, D. and Cemgil, A.T. and Anarim, E.},
      title = {A Probabilistic Model-Based Approach for Aligning Multiple Audio Sequences},
      journal = {IEEE/ACM Transactions on Audio, Speech, and Language Processing},
      year = {2015},
      volume = {23},
      number = {7},
      pages = {1160--1171},
      url = {http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7079478},
      doi = {http://dx.doi.org/10.1109/TASLP.2015.2419972}
    }
    
  13. F. Krebs, A. Holzapfel, A.T. Cemgil and G. Widmer, “Inferring Metrical Structure in Music Using Particle Filters,” IEEE/ACM Transactions on Audio, Speech, and Language Processing, vol. 23, no. 5, pp. 817-827, 2015.
    [BibTeX] [URL]

    @article{Krebs2015a,
      author = {Krebs, F. and Holzapfel, A. and Cemgil, A.T. and Widmer, G.},
      title = {Inferring Metrical Structure in Music Using Particle Filters},
      journal = {IEEE/ACM Transactions on Audio, Speech, and Language Processing},
      year = {2015},
      volume = {23},
      number = {5},
      pages = {817--827},
      url = {http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7055854},
      doi = {http://dx.doi.org/10.1109/TASLP.2015.2409737}
    }
    
  14. S. Yumlu, F. S. Gurgen, A. T. Cemgil and N. Okay, “Bayesian Changepoint And Time-varying Parameter Learning In Regime Switching Volatility Models,” Digital Signal Processing, vol. 40, pp. 198-212, 2015.
    [BibTeX]

    @article{Yumlu2015,
      author = {Yumlu, S. and Gurgen, F. S. and Cemgil, A. T. and Okay, N.},
      title = {Bayesian Changepoint And Time-varying Parameter Learning In Regime Switching Volatility Models},
      journal = {Digital Signal Processing},
      year = {2015},
      volume = {40},
      pages = {198-212},
      doi = {http://dx.doi.org/10.1016/j.dsp.2015.02.001}
    }
    
  15. I. Ari, U. Simsekli, A. T. Cemgil and L. Akarun, “Randomized Matrix Decompositions and Exemplar Selection in Large Dictionaries for Polyphonic Piano Transcription,” Journal of New Music Research, vol. 43, no. 3, pp. 255-265, Jul 2014.
    [BibTeX] [URL]

    @article{AriSimsekli2014,
      author = {Ari, I. and Simsekli, U. and Cemgil, A. T. and Akarun, L.},
      title = {Randomized Matrix Decompositions and Exemplar Selection in Large Dictionaries for Polyphonic Piano Transcription},
      journal = {Journal of New Music Research},
      publisher = {Informa UK Limited},
      year = {2014},
      volume = {43},
      number = {3},
      pages = {255-265},
      url = {http://dx.doi.org/10.1080/09298215.2014.891628},
      doi = {http://dx.doi.org/10.1080/09298215.2014.891628}
    }
    
  16. Y Cem Sübakan, Barış Kurt, A Taylan Cemgil and Bülent Sankur, “Probabilistic sequence clustering with spectral learning,” Digital Signal Processing, vol. 29, pp. 1-19, 2014.
    [BibTeX] [URL]

    @article{Suebakan2014,
      author = {Sübakan, Y Cem and Kurt, Barış and Cemgil, A Taylan and Sankur, Bülent},
      title = {Probabilistic sequence clustering with spectral learning},
      journal = {Digital Signal Processing},
      publisher = {Elsevier},
      year = {2014},
      volume = {29},
      pages = {1--19},
      url = {http://www.sciencedirect.com/science/article/pii/S1051200414000517},
      doi = {http://dx.doi.org/10.1016/j.dsp.2014.02.014}
    }
    
  17. J.K. Nielsen, M.G. Christensen, A.T. Cemgil and S.H. Jensen, “Bayesian Model Comparison with the g-Prior,” Signal Processing, IEEE Transactions on, vol. 62, no. 1, pp. 225 - 238, January 2014.
    [BibTeX]

    @article{nielsen2013,
      author = {Nielsen, J.K. and Christensen, M.G. and Cemgil, A.T. and Jensen, S.H.},
      title = {Bayesian Model Comparison with the g-Prior},
      journal = {Signal Processing, IEEE Transactions on},
      year = {2014},
      volume = {62},
      number = {1},
      pages = {225 - 238},
      doi = {http://dx.doi.org/10.1109/TSP.2013.2286776}
    }
    
  18. B. Ermis, E. Acar and A. T. Cemgil, “Link prediction in heterogeneous data via generalized coupled tensor factorization,” Data Mining and Knowledge Discovery, pp. 1-34, 2015.
    [BibTeX] [URL]

    @article{Ermis2013,
      author = {Ermis, B. and Acar, E. and Cemgil, A. T.},
      title = {Link prediction in heterogeneous data via generalized coupled tensor factorization},
      journal = {Data Mining and Knowledge Discovery},
      year = {2015},
      pages = {1-34},
      url = {http://dx.doi.org/10.1007/s10618-013-0341-y},
      doi = {http://dx.doi.org/10.1007/s10618-013-0341-y}
    }
    
  19. C. Demir, M. Saraclar and A. T. Cemgil, “Single-Channel Speech-Music Separation for Robust ASR With Mixture Models,” IEEE Transactions on Audio, Speech, and Language Processing, vol. 21, no. 4, pp. 725-736, 2013.
    [BibTeX] [PDF]

    @article{Demir2012,
      author = {Demir, C. and Saraclar, M. and Cemgil, A. T.},
      title = {Single-Channel Speech-Music Separation for Robust ASR With Mixture Models},
      journal = {IEEE Transactions on Audio, Speech, and Language Processing},
      year = {2013},
      volume = {21},
      number = {4},
      pages = {725-736},
      file = {:papers/demir-saraclar-cemgil-tsalp2013.pdf:PDF;demir-saraclar-cemgil-tsalp2013.pdf:papers/demir-saraclar-cemgil-tsalp2013.pdf:PDF}
    }
    
  20. U. Simsekli, O. Sonmez, B. Kurt and A. T. Cemgil, “Combined Perception and Control for Timing in Robotic Music Performances,,” EURASIP Journal on Audio, Speech, and Music Processing, vol. 2012, February 2012. SCIE.
    [BibTeX] [URL] [PDF]

    @article{simsekli-robot2011,
      author = {Simsekli, U. and Sonmez, O. and Kurt, B. and Cemgil, A. T.},
      title = {Combined Perception and Control for Timing in Robotic Music Performances,},
      journal = {EURASIP Journal on Audio, Speech, and Music Processing},
      year = {2012},
      volume = {2012},
      note = {SCIE},
      url = {http://asmp.eurasipjournals.com/content/2012/1/8},
      file = {:papers/simsekli-sonmez-kurt-cemgil-eurasip-robot-timing.pdf:PDF;simsekli-sonmez-kurt-cemgil-eurasip-robot-timing.pdf:papers/simsekli-sonmez-kurt-cemgil-eurasip-robot-timing.pdf:PDF},
      doi = {http://dx.doi.org/10.1186/1687-4722-2012-8}
    }
    
  21. Y. K. Yilmaz and A. T. Cemgil, “Algorithms for Probabilistic Latent Tensor Factorization,” Signal Processing, vol. 92, no. 8, pp. 1853 - 1863, 2011. SCIE.
    [BibTeX] [URL] [PDF]

    @article{yilmaz-pltf-sp2011,
      author = {Yilmaz, Y. K. and Cemgil, A. T.},
      title = {Algorithms for Probabilistic Latent Tensor Factorization},
      journal = {Signal Processing},
      year = {2011},
      volume = {92},
      number = {8},
      pages = {1853 - 1863},
      note = {SCIE},
      url = {http://www.sciencedirect.com/science/article/pii/S0165168411003537},
      file = {:papers/yilmaz-cemgil-sp-pltf2011.pdf:PDF;yilmaz-cemgil-sp-pltf2011.pdf:papers/yilmaz-cemgil-sp-pltf2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1016/j.sigpro.2011.09.033}
    }
    
  22. J. K. Nielsen, M. G. Christensen, A. T. Cemgil, S. J. Godsill and S. J. Jensen, “Bayesian Interpolation and Parameter Estimation in a Dynamic Sinusoidal Model,” Audio, Speech, and Language Processing, IEEE Transactions on, vol. 19, no. 7, pp. 1986-1998, sept. 2011. SCIE.
    [BibTeX] [URL] [PDF]

    @article{nielsen-tsalp2011,
      author = {Nielsen, J. K. and Christensen, M. G. and Cemgil, A. T. and Godsill, S. J. and Jensen, S. J.},
      title = {Bayesian Interpolation and Parameter Estimation in a Dynamic Sinusoidal Model},
      journal = {Audio, Speech, and Language Processing, IEEE Transactions on},
      year = {2011},
      volume = {19},
      number = {7},
      pages = {1986-1998},
      note = {SCIE},
      url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5701660&tag=1},
      file = {:papers/nielsen-tsalp2011.pdf:PDF;nielsen-tsalp2011.pdf:papers/nielsen-tsalp2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/TASL.2011.2108285}
    }
    
  23. U. Simsekli and A. T. Cemgil, “Probabilistic Models for Real-Time Acoustic Event Detection with Application to Pitch Tracking,” Journal of New Music Research, vol. 40, no. 2, pp. 175-185, 2011. SCIE, AHCI.
    [BibTeX] [PDF]

    @article{umut-jnmr2011,
      author = {Simsekli, U. and Cemgil, A. T.},
      title = {Probabilistic Models for Real-Time Acoustic Event Detection with Application to Pitch Tracking},
      journal = {Journal of New Music Research},
      year = {2011},
      volume = {40},
      number = {2},
      pages = {175-185},
      note = {SCIE, AHCI},
      file = {:papers/simsekli-cemgil-jnmr2011.pdf:PDF;:http//dx.doi.org/10.1080/09298215.2011.573561:URL;simsekli-cemgil-jnmr2011.pdf:papers/simsekli-cemgil-jnmr2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1080/09298215.2011.573561}
    }
    
  24. Y. Ulker, B. Gunsel and A. T. Cemgil, “Annealed SMC Samplers for Nonparametric Bayesian Mixture Models,” IEEE Signal Processing Letters., vol. 18, pp. 3-6, 2011. SCIE.
    [BibTeX] [URL] [PDF]

    @article{ulker2010spl,
      author = {Ulker, Y. and Gunsel, B. and Cemgil, A. T.},
      title = {Annealed SMC Samplers for Nonparametric Bayesian Mixture Models},
      journal = {IEEE Signal Processing Letters.},
      year = {2011},
      volume = {18},
      pages = {3-6},
      note = {SCIE},
      url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5560737},
      file = {:papers/ulker-gunsel-cemgil-ieee-spl2011.pdf:PDF;ulker-gunsel-cemgil-ieee-spl2011.pdf:papers/ulker-gunsel-cemgil-ieee-spl2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/LSP.2010.2072919}
    }
    
  25. U. Simsekli, A. Jylha, C. Erkut and A. T. Cemgil, “Real-Time Recognition of Percussive Sounds by a Model-Based Method,” EURASIP Journal on Advances in Signal Processing, 2011. SCIE.
    [BibTeX] [URL] [PDF]

    @article{Simsekli2011,
      author = {Simsekli, U. and Jylha, A. and Erkut, C. and Cemgil, A. T.},
      title = {Real-Time Recognition of Percussive Sounds by a Model-Based Method},
      journal = {EURASIP Journal on Advances in Signal Processing},
      year = {2011},
      note = {SCIE},
      url = {http://www.hindawi.com/journals/asp/2011/291860.cta.html},
      file = {:papers/simsekli-jylha-erkut-cemgil2011.pdf:PDF;simsekli-jylha-erkut-cemgil2011.pdf:papers/simsekli-jylha-erkut-cemgil2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1155/2011/291860}
    }
    
  26. D Barber and A. T. Cemgil, “Graphical Models for Time Series,” IEEE Signal Processing Magazine, Special issue on graphical models, vol. 27, no. 6, pp. 18-28, October 2010. SCI.
    [BibTeX] [URL] [PDF]

    @article{Barber2010,
      author = {Barber, D and Cemgil, A. T.},
      title = {Graphical Models for Time Series},
      journal = {IEEE Signal Processing Magazine, Special issue on graphical models},
      year = {2010},
      volume = {27},
      number = {6},
      pages = {18-28},
      note = {SCI},
      url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5563116},
      file = {:papers/barber-cemgil-ieee-spm2010.pdf:PDF;barber-cemgil-ieee-spm2010.pdf:papers/barber-cemgil-ieee-spm2010.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/MSP.2010.938028}
    }
    
  27. S. Yildirim, A. T. Cemgil, M. Aktar, Y. Ozakin and A. B. Ertuzun, “A Bayesian Deconvolution Approach for Receiver Function Analysis,” IEEE Trans. Geosicence and Remote Sensing, vol. 48, no. 12, pp. 4151 - 4163, 2010. SCI.
    [BibTeX] [URL] [PDF]

    @article{Yildirim2010,
      author = {Yildirim, S. and Cemgil, A. T. and Aktar, M. and Ozakin, Y. and Ertuzun, A. B.},
      title = {A Bayesian Deconvolution Approach for Receiver Function Analysis},
      journal = {IEEE Trans. Geosicence and Remote Sensing},
      year = {2010},
      volume = {48},
      number = {12},
      pages = {4151 - 4163},
      note = {SCI},
      url = {http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5504200},
      file = {:papers/yildirim-cemgil-aktar-ozakin-ertuzun-2010-ieee-tgrs.pdf:PDF;yildirim-cemgil-aktar-ozakin-ertuzun-2010-ieee-tgrs.pdf:papers/yildirim-cemgil-aktar-ozakin-ertuzun-2010-ieee-tgrs.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/TGRS.2010.2050327}
    }
    
  28. O. Dikmen and A. T. Cemgil, “Gamma Markov Random Fields for Audio Source Modelling,” IEEE Transactions on Audio, Speech, and Language Processing, vol. 18, no. 3, pp. 589-601, March 2010.
    [BibTeX] [PDF]

    @article{dikmen10-tsalp,
      author = {Dikmen, O. and Cemgil, A. T.},
      title = {Gamma Markov Random Fields for Audio Source Modelling},
      journal = {IEEE Transactions on Audio, Speech, and Language Processing},
      year = {2010},
      volume = {18},
      number = {3},
      pages = {589-601},
      file = {:papers/dikmen-cemgil-tsalp2010.pdf:PDF;:http//ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5233871&tag=1:URL;dikmen-cemgil-tsalp2010.pdf:papers/dikmen-cemgil-tsalp2010.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/TASL.2009.2031778}
    }
    
  29. P. H. Peeling, A. T. Cemgil and S. J. Godsill, “Generative Spectrogram Factorization Models for Polyphonic Piano Transcription,” IEEE Transactions on Audio, Speech and Language Processing, vol. 18, no. 3, pp. 519-527, March 2010.
    [BibTeX] [PDF]

    @article{Peeling2010,
      author = {P. H. Peeling and A. T. Cemgil and S. J. Godsill},
      title = {Generative Spectrogram Factorization Models for Polyphonic Piano Transcription},
      journal = {IEEE Transactions on Audio, Speech and Language Processing},
      year = {2010},
      volume = {18},
      number = {3},
      pages = {519-527},
      file = {:papers/peeling-cemgil-godsill-tsalp2010.pdf:PDF;:http//ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5200341:URL;peeling-cemgil-godsill-tsalp2010.pdf:papers/peeling-cemgil-godsill-tsalp2010.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/TASL.2009.2029769}
    }
    
  30. A. T. Cemgil, “Bayesian Inference in Non-negative Matrix Factorisation Models,” Computational Intelligence and Neuroscience, no. Article ID 785152, 2009.
    [BibTeX] [URL] [PDF]

    @article{cemgil09-nmf,
      author = {Cemgil, A. T.},
      title = {Bayesian Inference in Non-negative Matrix Factorisation Models},
      journal = {Computational Intelligence and Neuroscience},
      year = {2009},
      number = {Article ID 785152},
      url = {http://www.cmpe.boun.edu.tr/~cemgil/bnmf/},
      file = {:http//www.hindawi.com/journals/cin/2009/785152.pdf:URL;PDF:papers/cemgil-cin2009.pdf:PDF;cemgil-cin2009.pdf:papers/cemgil-cin2009.pdf:PDF},
      doi = {http://dx.doi.org/10.1155/2009/785152}
    }
    
  31. J. H. P. Broeke, H. Ge, I. M. Dijkstra, A. T. Cemgil, J. A. Riedl, L. N. Cornelisse, R. F. Toonen, M. Verhage and W. J. Fitzgerald, “Automated quantification of cellular traffic in living cells,” Journal of Neuroscience Methods, vol. 178, no. 2, pp. 378 - 384, 2009.
    [BibTeX] [URL] [PDF]

    @article{Broeke2009,
      author = {Broeke, J. H. P. and Ge, H. and Dijkstra, I. M. and Cemgil, A. T. and Riedl, J. A. and Cornelisse, L. N. and Toonen, R. F. and Verhage, M. and Fitzgerald, W. J.},
      title = {Automated quantification of cellular traffic in living cells},
      journal = {Journal of Neuroscience Methods},
      year = {2009},
      volume = {178},
      number = {2},
      pages = {378 - 384},
      url = {http://www.sciencedirect.com/science/article/B6T04-4V75YMM-1/2/9f55f031bb1b0003e0d066f791548978},
      file = {:papers/broeke-ge-etal2009.pdf:PDF;broeke-ge-etal2009.pdf:papers/broeke-ge-etal2009.pdf:PDF},
      doi = {http://dx.doi.org/10.1016/j.jneumeth.2008.12.018}
    }
    
  32. Z. Zivkovic, A. T. Cemgil and B. J. A. Kröse, “Approximate Bayesian methods for kernel-based object tracking,” Computer Vision and Image Understanding, vol. 113, no. 6, pp. 743-749, June 2009.
    [BibTeX] [URL] [PDF]

    @article{Zivkovic2009,
      author = {Zivkovic, Z. and Cemgil, A. T. and Kröse, B. J. A.},
      title = {Approximate Bayesian methods for kernel-based object tracking},
      journal = {Computer Vision and Image Understanding},
      year = {2009},
      volume = {113},
      number = {6},
      pages = {743-749},
      url = {http://dx.doi.org/10.1016/j.cviu.2008.12.008},
      file = {:papers/zivkovic-cemgil-krose-YCVIU_1512-original.pdf:PDF;zivkovic-cemgil-krose-YCVIU_1512-original.pdf:papers/zivkovic-cemgil-krose-YCVIU_1512-original.pdf:PDF},
      doi = {http://dx.doi.org/10.1016/j.cviu.2008.12.008}
    }
    
  33. A. T. Cemgil, C. Fevotte and S. J. Godsill, “Variational and Stochastic Inference for Bayesian Source Separation,” Digital Signal Processing, vol. 17, no. 5, pp. 891-913, 2007. Special Issue on Bayesian Source Separation.
    [BibTeX] [PDF]

    @article{cemgil:bss06,
      author = {Cemgil, A. T. and Fevotte, C. and Godsill, S. J.},
      title = {Variational and Stochastic Inference for Bayesian Source Separation},
      journal = {Digital Signal Processing},
      year = {2007},
      volume = {17},
      number = {5},
      pages = {891-913},
      note = {Special Issue on Bayesian Source Separation},
      file = {:papers/cemgil-fevotte-godsill-dsp-bss.pdf:PDF;cemgil-fevotte-godsill-dsp-bss.pdf:papers/cemgil-fevotte-godsill-dsp-bss.pdf:PDF}
    }
    
  34. A. T. Cemgil, H. J. Kappen and D. Barber, “A generative model for music transcription,” IEEE Transactions on Audio, Speech, and Language Processing, vol. 14, no. 2, pp. 679-694, 2006. AHCI.
    [BibTeX] [PDF]

    @article{Cemgil2006a,
      author = {Cemgil, A. T. and Kappen, H. J. and Barber, D.},
      title = {A generative model for music transcription},
      journal = {IEEE Transactions on Audio, Speech, and Language Processing},
      year = {2006},
      volume = {14},
      number = {2},
      pages = {679--694},
      note = {AHCI},
      file = {:papers/cemgil-pianoroll-submit.pdf:PDF;cemgil-pianoroll-submit.pdf:papers/cemgil-pianoroll-submit.pdf:PDF;cemgil-pianoroll-submit.ps:papers/cemgil-pianoroll-submit.ps:PostScript},
      doi = {http://dx.doi.org/10.1109/TSA.2005.852985}
    }
    
  35. A. T. Cemgil and H. J. Kappen, “Monte Carlo Methods for Tempo Tracking and Rhythm Quantization,” Journal of Artificial Intelligence Research, vol. 18, pp. 45-81, 2003.
    [BibTeX] [PDF]

    @article{Cemgil2003,
      author = {A. T. Cemgil and H. J. Kappen},
      title = {Monte Carlo Methods for Tempo Tracking and Rhythm Quantization},
      journal = {Journal of Artificial Intelligence Research},
      year = {2003},
      volume = {18},
      pages = {45-81},
      file = {:papers/cemgil03a.pdf:PDF;cemgil03a.pdf:papers/cemgil03a.pdf:PDF;cemgil03a.ps:papers/cemgil03a.ps:PostScript}
    }
    
  36. A. T. Cemgil, H. J. Kappen, P. Desain and H. Honing, “On Tempo Tracking: Tempogram Representation and Kalman Filtering,” Journal of New Music Research, vol. 28:4, pp. 259-273, 2001.
    [BibTeX] [PDF]

    @article{Cemgil2001a,
      author = {A. T. Cemgil and H. J. Kappen and P. Desain and H. Honing},
      title = {On Tempo Tracking: Tempogram Representation and Kalman Filtering},
      journal = {Journal of New Music Research},
      year = {2001},
      volume = {28:4},
      pages = {259-273},
      file = {:papers/cemgil-tt.pdf:PDF;cemgil-tt.pdf:papers/cemgil-tt.pdf:PDF;cemgil-tt.ps:papers/cemgil-tt.ps:PostScript}
    }
    
  37. T. Sülün, A. T. Cemgil, J. M. P. Duc, P. Rammelsberg and L. Jäger, “Morphology of the mandibular fossa and inclination of the articular eminence in patients with internal derangement and in symptom-free volunteers,” Oral Surgery, Oral Medicine, Oral Pathology, Oral Radiology and Endodontology, vol. 92, pp. 98-107, 2001.
    [BibTeX] [PDF]

    @article{Sulun2001,
      author = {Sülün, T. and Cemgil, A. T. and Duc, J. M. P. and Rammelsberg, P. and Jäger, L.},
      title = {Morphology of the mandibular fossa and inclination of the articular eminence in patients with internal derangement and in symptom-free volunteers},
      journal = {Oral Surgery, Oral Medicine, Oral Pathology, Oral Radiology and Endodontology},
      year = {2001},
      volume = {92},
      pages = {98-107},
      file = {:papers/sulun-2001.pdf:PDF;sulun-2001.pdf:papers/sulun-2001.pdf:PDF}
    }
    
  38. A. T. Cemgil, P. Desain and H. J. Kappen, “Rhythm Quantization for Transcription,” Computer Music Journal, vol. 24:2, pp. 60-76, 2000. AHCI.
    [BibTeX] [PDF]

    @article{Cemgil2000a,
      author = {A. T. Cemgil and P. Desain and H. J. Kappen},
      title = {Rhythm Quantization for Transcription},
      journal = {Computer Music Journal},
      year = {2000},
      volume = {24:2},
      pages = {60-76},
      note = {AHCI},
      file = {:papers/quantization.ps:PostScript;quantization.ps:papers/quantization.ps:PDF}
    }
    

Books and Book Chapters

  1. A. T. Cemgil, “A Tutorial Introduction to Monte Carlo methods, Markov Chain Monte Carlo and Particle Filtering,” 2013.
    [BibTeX]

    @inbook{Cemgil2012,
      author = {Cemgil, A. T.},
      title = {A Tutorial Introduction to Monte Carlo methods, Markov Chain Monte Carlo and Particle Filtering},
      publisher = {Academic Press Library in Signal Processing},
      year = {2013}
    }
    
  2. D. Barber, A. T. Cemgil and S. Chiappa, “Bayesian Time Series Models,” 2011.
    [BibTeX] [URL]

    @inbook{btsbook-intro,
      author = {Barber, D. and Cemgil, A. T. and Chiappa, S.},
      title = {Bayesian Time Series Models},
      publisher = {Cambridge University Press},
      year = {2011},
      url = {http://www.cambridge.org/gb/knowledge/isbn/item6216996/Bayesian-Time-Series-Models/?site_locale=en_GB Bayesian}
    }
    
  3. D. Barber, A. T. Cemgil and S. Chiappa, Bayesian Time Series Models. Cambridge University Press, 2011. ISBN 9780521196765.
    [BibTeX] [URL]

    @book{btsbook,
      author = {Barber, D. and Cemgil, A. T. and Chiappa, S.},
      title = {Bayesian Time Series Models},
      publisher = {Cambridge University Press},
      year = {2011},
      note = {ISBN 9780521196765},
      url = {http://www.cambridge.org/tr/knowledge/isbn/item6216996/?site_locale=tr_TR}
    }
    
  4. A. T. Cemgil, S. J. Godsill, P. H. Peeling and N. Whiteley, “The Oxford Handbook of Applied Bayesian Analysis,” April 2010.
    [BibTeX]

    @inbook{haba-chapter,
      author = {A. T. Cemgil and S. J. Godsill and P. H. Peeling and N. Whiteley},
      title = {The Oxford Handbook of Applied Bayesian Analysis},
      publisher = {Oxford University Press},
      year = {2010},
      number = {ISBN13: 978-0-19-954890-3}
    }
    

Refereed Conference Papers

  1. Gokhan Capan, Semih Akbayrak, Taha Ceritli and Ali Taylan Cemgil, “Sum Conditioned Poisson Factorization,” in The international conference on Latent Variable Analysis and Signal Separation, LVA/ICA, 2018.
    [BibTeX]

    @inproceedings{Capan2018,
      author = {Gokhan Capan and Semih Akbayrak and Taha Ceritli and Ali Taylan Cemgil},
      title = {Sum Conditioned Poisson Factorization},
      booktitle = {The international conference on Latent Variable Analysis and Signal Separation, LVA/ICA},
      year = {2018}
    }
    
  2. Umut Simsekli, Cagatay Yildiz, Thanh Huy Nguyen, Ali Taylan Cemgil and Gaël RICHARD, “Asynchronous Stochastic Quasi-Newton MCMC for Non-Convex Optimization,” in ICML 2018, 2018.
    [BibTeX]

    @inproceedings{Simsekli2018,
      author = {Umut Simsekli and Cagatay Yildiz and Thanh Huy Nguyen and Ali Taylan Cemgil and Gaël RICHARD},
      title = {Asynchronous Stochastic Quasi-Newton MCMC for Non-Convex Optimization},
      booktitle = {ICML 2018},
      year = {2018}
    }
    
  3. U. Simsekli, A. Durmus, R. Badeau, G. Richard, É. Moulines and A. T. Cemgil, “Parallelized Stochastic Gradient Markov Chain Monte Carlo algorithms for non-negative matrix factorization,” in 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2242-2246, March 2017.
    [BibTeX]

    @inproceedings{7952555,
      author = {U. Simsekli and A. Durmus and R. Badeau and G. Richard and É. Moulines and A. T. Cemgil},
      title = {Parallelized Stochastic Gradient Markov Chain Monte Carlo algorithms for non-negative matrix factorization},
      booktitle = {2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
      year = {2017},
      pages = {2242-2246},
      doi = {http://dx.doi.org/10.1109/ICASSP.2017.7952555}
    }
    
  4. M. Yamac, B. Sankur and A. T. Cemgil, “Malicious users discrimination in organizec attacks using structured sparsity,” in 2017 25th European Signal Processing Conference (EUSIPCO), pp. 266-270, Aug 2017.
    [BibTeX]

    @inproceedings{8081210,
      author = {M. Yamac and B. Sankur and A. T. Cemgil},
      title = {Malicious users discrimination in organizec attacks using structured sparsity},
      booktitle = {2017 25th European Signal Processing Conference (EUSIPCO)},
      year = {2017},
      pages = {266-270},
      doi = {http://dx.doi.org/10.23919/EUSIPCO.2017.8081210}
    }
    
  5. A. K. Bozkurt and A. T. Cemgil, “Distributed particle filtering under real-time constraints,” in 2017 25th European Signal Processing Conference (EUSIPCO), pp. 1584-1588, Aug 2017.
    [BibTeX]

    @inproceedings{8081476,
      author = {A. K. Bozkurt and A. T. Cemgil},
      title = {Distributed particle filtering under real-time constraints},
      booktitle = {2017 25th European Signal Processing Conference (EUSIPCO)},
      year = {2017},
      pages = {1584-1588},
      doi = {http://dx.doi.org/10.23919/EUSIPCO.2017.8081476}
    }
    
  6. A. Holzapfel, U. ?im?ekli, S. ?entürk and A. T. Cemgil, “Section-level modeling of musical audio for linking performances to scores in Turkish makam music,” in 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 141-145, April 2015.
    [BibTeX]

    @inproceedings{7177948,
      author = {A. Holzapfel and U. ?im?ekli and S. ?entürk and A. T. Cemgil},
      title = {Section-level modeling of musical audio for linking performances to scores in Turkish makam music},
      booktitle = {2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
      year = {2015},
      pages = {141-145},
      doi = {http://dx.doi.org/10.1109/ICASSP.2015.7177948}
    }
    
  7. Baris Kurt, Engin Zeydan, Utku Yabas, Ilyas Alper Karatepe, Gunes Karabulut Kurt and Ali Taylan Cemgil, “A Network Monitoring System for High Speed Network Traffic,” in Sensing, Communication, and Networking (SECON), 2016 13th Annual IEEE International Conference on, pp. 1-3, 2016.
    [BibTeX]

    @inproceedings{kurt2016network,
      author = {Kurt, Baris and Zeydan, Engin and Yabas, Utku and Karatepe, Ilyas Alper and Kurt, Gunes Karabulut and Cemgil, Ali Taylan},
      title = {A Network Monitoring System for High Speed Network Traffic},
      booktitle = {Sensing, Communication, and Networking (SECON), 2016 13th Annual IEEE International Conference on},
      year = {2016},
      pages = {1--3}
    }
    
  8. Antoine Liutkus, Umut Şimşekli and A Taylan Cemgil, “Extraction of temporal patterns in multi-rate and multi-modal datasets,” in International Conference on Latent Variable Analysis and Signal Separation, pp. 135-142, 2015.
    [BibTeX]

    @inproceedings{liutkus2015extraction,
      author = {Liutkus, Antoine and Şimşekli, Umut and Cemgil, A Taylan},
      title = {Extraction of temporal patterns in multi-rate and multi-modal datasets},
      booktitle = {International Conference on Latent Variable Analysis and Signal Separation},
      year = {2015},
      pages = {135--142}
    }
    
  9. Umut Simsekli, Roland Badeau, Taylan Cemgil and Gaël Richard, “Stochastic Quasi-Newton Langevin Monte Carlo,” pp. 642?651, 2016.
    [BibTeX]

    @conference{Simsekli2016,
      author = {Umut Simsekli and Roland Badeau and Taylan Cemgil and Gaël Richard},
      title = {Stochastic Quasi-Newton Langevin Monte Carlo},
      booktitle = {Proceedings of The 33rd International Conference on Machine Learning},
      year = {2016},
      pages = {642?651}
    }
    
  10. Umut Simsekli, Roland Badeau, Gaël Richard and Ali Taylan Cemgil, “Stochastic thermodynamic integration: efficient Bayesian model selection via stochastic gradient MCMC,” in 41st International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2016.
    [BibTeX]

    @inproceedings{simsekli2016stochastic,
      author = {Simsekli, Umut and Badeau, Roland and Richard, Gaël and Cemgil, Ali Taylan},
      title = {Stochastic thermodynamic integration: efficient Bayesian model selection via stochastic gradient MCMC},
      booktitle = {41st International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
      year = {2016}
    }
    
  11. Umut Şimşekli, Hazal Koptagel, Figen Öztoprak, Ş Ilker Birbil and Ali Taylan Cemgil, “HAMSI: Distributed Incremental Optimization Algorithm Using Quadratic Approximations for Partially Separable Problems,” 2015.
    [BibTeX]

    @techreport{Simsekli2015b,
      author = {Şimşekli, Umut and Koptagel, Hazal and Öztoprak, Figen and Birbil, Ş Ilker and Cemgil, Ali Taylan},
      title = {HAMSI: Distributed Incremental Optimization Algorithm Using Quadratic Approximations for Partially Separable Problems},
      journal = {arXiv preprint arXiv:1509.01698},
      year = {2015}
    }
    
  12. Umut Şimşekli, Hazal Koptagel, Hakan Güldaş, A Taylan Cemgil, Figen Öztoprak and Ş Ilker Birbil, “Parallel Stochastic Gradient Markov Chain Monte Carlo for Matrix Factorisation Models,” 2015.
    [BibTeX]

    @techreport{Simsekli2015c,
      author = {Şimşekli, Umut and Koptagel, Hazal and Güldaş, Hakan and Cemgil, A Taylan and Öztoprak, Figen and Birbil, Ş Ilker},
      title = {Parallel Stochastic Gradient Markov Chain Monte Carlo for Matrix Factorisation Models},
      journal = {arXiv preprint arXiv:1506.01418},
      year = {2015}
    }
    
  13. A. T. Cemgil, H. Guldas, N. Whiteley and K. Heine, “A Practical Introduction to Butterfly and Adaptive Resampling in Sequential Monte Carlo,” in Proceedings 17th IFAC Symposium on System Identification SYSID 2015, pp. 781-786, October 2015.
    [BibTeX]

    @inproceedings{Cemgil2015,
      author = {Cemgil, A. T. and Guldas, H. and Whiteley, N. and Heine, K.},
      title = {A Practical Introduction to Butterfly and Adaptive Resampling in Sequential Monte Carlo},
      booktitle = {Proceedings 17th IFAC Symposium on System Identification SYSID 2015},
      year = {2015},
      pages = {781-786}
    }
    
  14. U. Simsekli, A. Liutkus and A. T. Cemgil, “Extraction of Temporal Patterns in Multi-rate and Multi-modal Dataset,” in 12th International Conference on Latent Variable Analysis and Signal Separation, 2015.
    [BibTeX]

    @inproceedings{Simsekli2015a,
      author = {Simsekli, U. and Liutkus, A. and Cemgil, A. T.},
      title = {Extraction of Temporal Patterns in Multi-rate and Multi-modal Dataset},
      booktitle = {12th International Conference on Latent Variable Analysis and Signal Separation},
      year = {2015}
    }
    
  15. Srinivasamurthy, A, A. Holzapfel, A. T Cemgil and X. Serra, “Particle Filters for Efficient Meter Tracking with Dynamic Bayesian Networks,” in Proceedings of International Conference on Music Information Retrieval, ISMIR 2015, 2015.
    [BibTeX]

    @inproceedings{Srinivasamurthy2015,
      author = {Srinivasamurthy, A, and Holzapfel, A. and Cemgil, A. T and Serra, X.},
      title = {Particle Filters for Efficient Meter Tracking with Dynamic Bayesian Networks},
      booktitle = {Proceedings of International Conference on Music Information Retrieval, ISMIR 2015},
      year = {2015}
    }
    
  16. U. Simsekli, A. T. Cemgil and B. Ermis, “Learning Mixed Divergences In Coupled Matrix And Tensor Factorization Models,” in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 2120-2124, 2015.
    [BibTeX]

    @inproceedings{Simsekli2015,
      author = {Simsekli, U. and Cemgil, A. T. and Ermis, B.},
      title = {Learning Mixed Divergences In Coupled Matrix And Tensor Factorization Models},
      booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
      year = {2015},
      pages = {2120-2124},
      doi = {http://dx.doi.org/10.1109/ICASSP.2015.7178345}
    }
    
  17. O. Dikmen and A. T. Cemgil, “Sequential Monte Carlo Samplers for Marginal Likelihood Computation in Multiplicative Exponential Noise Models,” in IEEE Statistical Signal Processing Workshop (SSP'14), pp. 276-279, 2014.
    [BibTeX] [URL] PDF PDF

    @inproceedings{Dikmen2014,
      author = {Dikmen, O. and Cemgil, A. T.},
      title = {Sequential Monte Carlo Samplers for Marginal Likelihood Computation in Multiplicative Exponential Noise Models},
      booktitle = {IEEE Statistical Signal Processing Workshop (SSP'14)},
      year = {2014},
      pages = {276--279},
      url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6884629},
      file = {:papers/dikmen-cemgil-ssp14.pdf:PDF;dikmen-cemgil-ssp14.pdf:papers/dikmen-cemgil-ssp14.pdf:PDF}
    }
    
  18. I. B. Fidaner and A. T. Cemgil, “Summary Statistics for Partitionings and Feature Allocations,” in Advances in Neural Information Processing Systems 26, pp. 261-269, 2013.
    [BibTeX] [URL] PDF

    @inproceedings{Fidaner2013,
      author = {Fidaner, I. B. and Cemgil, A. T.},
      title = {Summary Statistics for Partitionings and Feature Allocations},
      booktitle = {Advances in Neural Information Processing Systems 26},
      year = {2013},
      pages = {261--269},
      url = {http://papers.nips.cc/paper/5093-summary-statistics-for-partitionings-and-feature-allocations.pdf},
      file = {:papers/fidaner-cemgil-nips2013.pdf:PDF}
    }
    
  19. Umut Simsekli, Beyza Ermis, A Taylan Cemgil and Evrim Acar, “Optimal weight learning for coupled tensor factorization with mixed divergences,” in European Signal Processing Conference (EUSIPCO), 21st, vol. 13, 2013.
    [BibTeX] PDF

    @inproceedings{simsekli2013optimal,
      author = {Simsekli, Umut and Ermis, Beyza and Cemgil, A Taylan and Acar, Evrim},
      title = {Optimal weight learning for coupled tensor factorization with mixed divergences},
      booktitle = {European Signal Processing Conference (EUSIPCO), 21st},
      publisher = {EUSIPCO},
      year = {2013},
      volume = {13},
      file = {:papers/simsekli-ermis-cemgil-acar_eusipco2013.pdf:PDF}
    }
    
  20. U. Simsekli, Y. K. Yilmaz and A. T. Cemgil, “Learning the beta-Divergence in Tweedie Compound Poisson Matrix Factorization Models,” in Proceedings of the 30th International Conference on Machine Learning (ICML-13), vol. 28, no. 3, pp. 1409-1417, may 2013.
    [BibTeX] PDF

    @inproceedings{Simsekli2013,
      author = {Simsekli, U. and Yilmaz, Y. K. and Cemgil, A. T.},
      title = {Learning the beta-Divergence in Tweedie Compound Poisson Matrix Factorization Models},
      booktitle = {Proceedings of the 30th International Conference on Machine Learning (ICML-13)},
      publisher = {JMLR Workshop and Conference Proceedings},
      year = {2013},
      volume = {28},
      number = {3},
      pages = {1409-1417},
      file = {:papers/simsekli-cemgil-yilmaz-icml2013.pdf:PDF}
    }
    
  21. D. Basaran, A. T. Cemgil and E. Anarım, “SMC Samplers for Multiresolution Audio Sequence Alignment,” in International Conference on Acoustics Speech and Signal Processing ICASSP, pp. 201-205, 2013.
    [BibTeX] [URL] PDF

    @inproceedings{Basaran2013,
      author = {Basaran, D. and Cemgil, A. T. and Anarım, E.},
      title = {SMC Samplers for Multiresolution Audio Sequence Alignment},
      booktitle = {International Conference on Acoustics Speech and Signal Processing ICASSP},
      year = {2013},
      pages = {201--205},
      url = {http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=6637637},
      file = {:papers/basaran-cemgil-anarim-icassp2013.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ICASSP.2013.6637637}
    }
    
  22. I. Arı, A. T. Cemgil and L. Akarun, “Probabilistic Interpolative Decomposition,” in IEEE International Workshop on Machine Learning for Signal Processing (MLSP), 2012.
    [BibTeX] PDF

    @inproceedings{Ari2012a,
      author = {Arı, I. and Cemgil, A. T. and L. Akarun},
      title = {Probabilistic Interpolative Decomposition},
      booktitle = {IEEE International Workshop on Machine Learning for Signal Processing (MLSP)},
      year = {2012},
      file = {:papers/ari-cemgil-akarun-mlsp2012.pdf:PDF}
    }
    
  23. B. Ermis, Y. K. Yilmaz, E. Acar and A. T. Cemgil, “Variational Inference For Probabilistic Latent Tensor Factorization with KL Divergence,” in Submitted, 2012.
    [BibTeX]

    @inproceedings{Ermis2012,
      author = {Ermis, B. and Yilmaz, Y. K. and Acar, E. and Cemgil, A. T.},
      title = {Variational Inference For Probabilistic Latent Tensor Factorization with KL Divergence},
      booktitle = {Submitted},
      year = {2012}
    }
    
  24. B. Ermis, E. Acar and A. T. Cemgil, “Link Prediction via Generalized Coupled Tensor Factorisation,” in ECML PKDD Colisd Workshop, 2012.
    [BibTeX] PDF

    @inproceedings{Ermis2012a,
      author = {Ermis, B. and Acar, E. and Cemgil, A. T.},
      title = {Link Prediction via Generalized Coupled Tensor Factorisation},
      booktitle = {ECML PKDD Colisd Workshop},
      year = {2012},
      file = {:papers/ermis-acar-cemgil-colisd2012.pdf:PDF}
    }
    
  25. U. Simsekli and A. T. Cemgil, “Markov Chain Monte Carlo Inference for Probabilistic Latent Tensor Factorization,” in IEEE International Workshop on Machine Learning for Signal Processing (MLSP), pp. 1-6, 2012.
    [BibTeX] PDF

    @inproceedings{Simsekli2012b,
      author = {Simsekli, U. and Cemgil, A. T.},
      title = {Markov Chain Monte Carlo Inference for Probabilistic Latent Tensor Factorization},
      booktitle = {IEEE International Workshop on Machine Learning for Signal Processing (MLSP)},
      publisher = {IEEE},
      year = {2012},
      pages = {1-6},
      file = {:papers/simsekli-cemgil-mlsp2012.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/MLSP.2012.6349799}
    }
    
  26. B. Kurt, A.T. Cemgil, M. Mungan, N. Polat, A. Ozdogan and E. Saygun, “Network Management without Payload Inspection: Application Classification via Statistical Analysis of Bulk Flow Data,” in Future Network and MobileSummit 2012 Conference Proceedings,, pp. 1 - 8, 2012.
    [BibTeX] PDF

    @inproceedings{Kurt2012,
      author = {Kurt, B. and Cemgil, A.T. and Mungan, M. and Polat, N. and Ozdogan, A. and Saygun, E.},
      title = {Network Management without Payload Inspection: Application Classification via Statistical Analysis of Bulk Flow Data},
      booktitle = {Future Network and MobileSummit 2012 Conference Proceedings,},
      year = {2012},
      pages = {1 - 8},
      file = {:papers/kurt_cemgil_mungan_fnms2012.pdf:PDF}
    }
    
  27. C. Demir, M. Saraclar and A. T Cemgil, “Catalog-Based Single-Channel Speech-Music Separation with the Itakura-Saito Divergence,” in 20th European Signal Processing Conference (EUSIPCO), 2012.
    [BibTeX] PDF

    @inproceedings{Demir2012,
      author = {Demir, C. and Saraclar, M. and Cemgil, A. T},
      title = {Catalog-Based Single-Channel Speech-Music Separation with the Itakura-Saito Divergence},
      booktitle = {20th European Signal Processing Conference (EUSIPCO)},
      year = {2012},
      file = {:papers/demir-cemgil-saraclar-eusipco2012.pdf:PDF}
    }
    
  28. S. Yildirim, A. T. Cemgil and S. S. Singh, “An Online Expectation-Maximisation Algorithm for Nonnegative Matrix Factorisation Models,” in 16th IFAC Symposium on System Identification (SYSID 2012), 2012.
    [BibTeX] PDF

    @inproceedings{Yildirim2012,
      author = {Yildirim, S. and Cemgil, A. T. and Singh, S. S.},
      title = {An Online Expectation-Maximisation Algorithm for Nonnegative Matrix Factorisation Models},
      booktitle = {16th IFAC Symposium on System Identification (SYSID 2012)},
      year = {2012},
      file = {:papers/yildirim-cemgil-singh-ifac-2012.pdf:PDF}
    }
    
  29. I. Arı, U. Şimşekli, A. T. Cemgil and L. Akarun, “Large Scale Polyphonic Music Transcription Using Randomized Matrix Decompositions,” in 20th European Signal Processing Conference (EUSIPCO), pp. 2020 - 2024, 2012.
    [BibTeX] PDF

    @inproceedings{Ari2012,
      author = {Arı, I. and Şimşekli, U. and Cemgil, A. T. and L. Akarun},
      title = {Large Scale Polyphonic Music Transcription Using Randomized Matrix Decompositions},
      booktitle = {20th European Signal Processing Conference (EUSIPCO)},
      year = {2012},
      pages = {2020 - 2024},
      file = {:papers/ari_simsekli_cemgil_akarun_eusipco2012.pdf:PDF}
    }
    
  30. U. Simsekli and A. T. Cemgil, “Score Guided Musical Source Separation Using Generalized Coupled Tensor Factorization,” in 20th European Signal Processing Conference (EUSIPCO), pp. 2639 - 2643, 2012.
    [BibTeX] PDF

    @inproceedings{Simsekli2012a,
      author = {Simsekli, U. and Cemgil, A. T.},
      title = {Score Guided Musical Source Separation Using Generalized Coupled Tensor Factorization},
      booktitle = {20th European Signal Processing Conference (EUSIPCO)},
      year = {2012},
      pages = {2639 - 2643},
      file = {:papers/simsekli_cemgil_eusipco2012.pdf:PDF}
    }
    
  31. U. Simsekli, A. T. Cemgil and Yilmaz, Y. K., “Score Guided Audio Restoration via Generalised Coupled Tensor Factorisation,” in International Conference on Acoustics Speech and Signal Processing ICASSP, pp. 5369 - 5372, 2012. CPCI-S.
    [BibTeX] PDF

    @inproceedings{Simsekli2012,
      author = {Simsekli, U. and Cemgil, A. T. and Yilmaz, Y. K.,},
      title = {Score Guided Audio Restoration via Generalised Coupled Tensor Factorisation},
      booktitle = {International Conference on Acoustics Speech and Signal Processing ICASSP},
      year = {2012},
      pages = {5369 - 5372},
      note = {CPCI-S},
      file = {:papers/simsekli-yilmaz-cemgil-icassp2012.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ICASSP.2012.6289134}
    }
    
  32. K. Y. Yilmaz, A. T. Cemgil and U Simsekli, “Generalized Coupled Tensor Factorization,” in NIPS, vol. 24, pp. 2151-2159, 2011.
    [BibTeX] PDF PDF

    @inproceedings{Yilmaz2011,
      author = {Yilmaz, K. Y. and Cemgil, A. T. and Simsekli, U},
      title = {Generalized Coupled Tensor Factorization},
      booktitle = {NIPS},
      year = {2011},
      volume = {24},
      pages = {2151--2159},
      file = {:papers/yilmaz-cemgil-simsekli-nips2011.pdf:PDF;yilmaz-cemgil-simsekli-nips2011.pdf:papers/yilmaz-cemgil-simsekli-nips2011.pdf:PDF}
    }
    
  33. D. Basaran, A. T. Cemgil and E. Anarım, “Model Based Multiple Audio Sequence Alignment,” in Proc. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics WASPAA '11, pp. 13-16, 2011. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{basaran_waspaa2011,
      author = {Basaran, D. and Cemgil, A. T. and Anarım, E.},
      title = {Model Based Multiple Audio Sequence Alignment},
      booktitle = {Proc. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics WASPAA '11},
      year = {2011},
      pages = {13-16},
      note = {CPCI-S},
      file = {:papers/basaran-cemgil-anarim-waspaa2011.pdf:PDF;basaran-cemgil-anarim-waspaa2011.pdf:papers/basaran-cemgil-anarim-waspaa2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ASPAA.2011.6082268}
    }
    
  34. A. T. Cemgil, U. Simsekli and Y. C. Subakan, “Probabilistic Latent Tensor Factorization Framework for Audio Modeling,” in Proc. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics WASPAA '11, pp. 137-140, 2011. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{waspaa_pltf,
      author = {Cemgil, A. T. and Simsekli, U. and Subakan, Y. C.},
      title = {Probabilistic Latent Tensor Factorization Framework for Audio Modeling},
      booktitle = {Proc. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics WASPAA '11},
      year = {2011},
      pages = {137-140},
      note = {CPCI-S},
      file = {:papers/cemgil-simsekli-subakan-waspaa2011.pdf:PDF;cemgil-simsekli-subakan-waspaa2011.pdf:papers/cemgil-simsekli-subakan-waspaa2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ASPAA.2011.6082315}
    }
    
  35. C. Keskin, A. T. Cemgil and L. Akarun, “DTW Based Clustering to Improve Hand Gesture Recognition,” in HBU, 2011.
    [BibTeX] PDF

    @inproceedings{Keskin2011,
      author = {Keskin, C. and Cemgil, A. T. and Akarun, L.},
      title = {DTW Based Clustering to Improve Hand Gesture Recognition},
      booktitle = {HBU},
      year = {2011},
      file = {:papers/keskin-cemgil-akarun-hbu2011.pdf:PDF}
    }
    
  36. C. Demir, A. T Cemgil and M. Saraclar, “Semi-supervised Single-Channel Speech-Music Separation for Automatic Speech Recognition,” in INTERSPEECH, 2011.
    [BibTeX] PDF PDF

    @inproceedings{demir_interspeech2011,
      author = {Demir, C. and Cemgil, A. T and Saraclar, M.},
      title = {Semi-supervised Single-Channel Speech-Music Separation for Automatic Speech Recognition},
      booktitle = {INTERSPEECH},
      year = {2011},
      file = {:papers/demir_cemgil_saraclar_interspeech2011.pdf:PDF;demir_cemgil_saraclar_interspeech2011.pdf:papers/demir_cemgil_saraclar_interspeech2011.pdf:PDF}
    }
    
  37. C. Demir, A. T Cemgil and M. Saraclar, “Catalog-Based Single-Channel Speech-Music Separation for Automatic Speech Recognition,” in Proc. 19th European Signal Processing Conference, EUSIPCO'11, 2011.
    [BibTeX] PDF PDF

    @inproceedings{demir-eusipco-2011,
      author = {Demir, C. and Cemgil, A. T and Saraclar, M.},
      title = {Catalog-Based Single-Channel Speech-Music Separation for Automatic Speech Recognition},
      booktitle = {Proc. 19th European Signal Processing Conference, EUSIPCO'11},
      year = {2011},
      file = {:papers/demir-cemgil-saraclar-eusipco2011.pdf:PDF;demir-cemgil-saraclar-eusipco2011.pdf:papers/demir-cemgil-saraclar-eusipco2011.pdf:PDF}
    }
    
  38. C. Fevotte, O. Cappe and A. T. Cemgil, “Efficient Markov chain Monte Carlo inference in composite models with space alternating data augmentation,” in Proc. IEEE Workshop on Statistical Signal Processing (SSP), pp. 221 - 224, June 2011. CPCI-S.
    [BibTeX] [URL] PDF PDF

    @inproceedings{ssp11,
      author = {Fevotte, C. and Cappe, O. and Cemgil, A. T.},
      title = {Efficient Markov chain Monte Carlo inference in composite models with space alternating data augmentation},
      booktitle = {Proc.~IEEE Workshop on Statistical Signal Processing (SSP)},
      year = {2011},
      pages = {221 - 224},
      note = {CPCI-S},
      url = {http://perso.telecom-paristech.fr/~fevotte/Proceedings/ssp11.pdf},
      file = {:papers/fevotte-cappe-cemgil-ssp2011.pdf:PDF;fevotte-cappe-cemgil-ssp2011.pdf:papers/fevotte-cappe-cemgil-ssp2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SSP.2011.5967665}
    }
    
  39. Cemil Demir, Ali Taylan Cemgil and Murat Saraclar, “Gain Estimation Approaches in Catalog-Based Single-Channel Speech-Music Separation.,” in Proceedings of the Automatic Speech Recognition and Understanding Workshop (ASRU), pp. 185 - 190, 2011.
    [BibTeX] PDF PDF

    @inproceedings{Demir2011,
      author = {Cemil Demir and Ali Taylan Cemgil and Murat Saraclar},
      title = {Gain Estimation Approaches in Catalog-Based Single-Channel Speech-Music Separation.},
      booktitle = {Proceedings of the Automatic Speech Recognition and Understanding Workshop (ASRU)},
      year = {2011},
      pages = {185 - 190},
      file = {:papers/demir-cemgil-saraclar-asru-2011.pdf:PDF;demir-cemgil-saraclar-asru-2011.pdf:papers/demir-cemgil-saraclar-asru-2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ASRU.2011.6163928}
    }
    
  40. C. Demir, Cemgil, A. T. and M. Saraclar, “Catalog-Based Single-Channel Speech-Music Separation,” in INTERSPEECH, 2010.
    [BibTeX]

    @inproceedings{Demir2010,
      author = {Demir, C. and Cemgil, A. T., and Saraclar, M.},
      title = {Catalog-Based Single-Channel Speech-Music Separation},
      booktitle = {INTERSPEECH},
      year = {2010}
    }
    
  41. K. Yilmaz and A. T. Cemgil, “Probabilistic Latent Tensor factorisation,” in Proc. of International Conference on Latent Variable analysis and Signal Separation, vol. 6365, pp. 346-353, 2010. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{Yilmaz2010,
      author = {Yilmaz, K. and Cemgil, A. T.},
      title = {Probabilistic Latent Tensor factorisation},
      booktitle = {Proc. of International Conference on Latent Variable analysis and Signal Separation},
      year = {2010},
      volume = {6365},
      pages = {346-353},
      note = {CPCI-S},
      file = {:papers/yilmaz-cemgil-lva2010.pdf:PDF;yilmaz-cemgil-lva2010.pdf:papers/yilmaz-cemgil-lva2010.pdf:PDF},
      doi = {http://dx.doi.org/10.1007/978-3-642-15995-4_43}
    }
    
  42. J. K. Nielsen, M. G. Christensen, A. T. Cemgil, S. J. Godsill and S. H. Jensen, “Bayesian Interpolation in a Dynamic Sinusoidal Model with Application to Packet-loss Concealment,” in EUSIPCO 2010, 2010.
    [BibTeX]

    @inproceedings{Kjaer2010,
      author = {Nielsen, J. K. and Christensen, M. G. and Cemgil, A. T. and Godsill, S. J. and Jensen, S. H.},
      title = {Bayesian Interpolation in a Dynamic Sinusoidal Model with Application to Packet-loss Concealment},
      booktitle = {EUSIPCO 2010},
      year = {2010}
    }
    
  43. S. Kirbiz, A. T. Cemgil and B. Gunsel, “Bayesian Inference for Nonnegative Matrix Factor Deconvolution Models,” in ICPR'10, pp. 2812 - 2815, August 2010.
    [BibTeX]

    @inproceedings{kirbiz2010,
      author = {Kirbiz, S. and Cemgil, A. T. and Gunsel, B.},
      title = {Bayesian Inference for Nonnegative Matrix Factor Deconvolution Models},
      booktitle = {ICPR'10},
      year = {2010},
      pages = {2812 - 2815},
      doi = {http://dx.doi.org/10.1109/ICPR.2010.689}
    }
    
  44. Y. Ulker, B. Gunsel and A. T. Cemgil, “Annealed SMC Samplers for Dirichlet Process Mixture Models,” in ICPR'10, August 2010.
    [BibTeX] PDF

    @inproceedings{ulker2010b,
      author = {Ulker, Y. and Gunsel, B. and Cemgil, A. T.},
      title = {Annealed SMC Samplers for Dirichlet Process Mixture Models},
      booktitle = {ICPR'10},
      year = {2010},
      file = {:papers/ulker-gunsel-cemgil-icpr-2010.pdf:PDF}
    }
    
  45. U. Simsekli and A. T. Cemgil, “A Comparison of Probabilistic Models for online pitch tracking,” in Proc. of 7th Sound and Music Computing Conference, 2010.
    [BibTeX]

    @inproceedings{simsekli10,
      author = {Simsekli, U. and Cemgil, A. T.},
      title = {A Comparison of Probabilistic Models for online pitch tracking},
      booktitle = {Proc. of 7th Sound and Music Computing Conference},
      year = {2010}
    }
    
  46. Y. Ulker, B. Gunsel and A. T. Cemgil, “Sequential Monte Carlo Samplers for Dirichlet Process Mixtures,” in AISTATS'10, 2010.
    [BibTeX] PDF PDF

    @inproceedings{Ulker2010,
      author = {Ulker, Y. and Gunsel, B. and Cemgil, A. T.},
      title = {Sequential Monte Carlo Samplers for Dirichlet Process Mixtures},
      booktitle = {AISTATS'10},
      year = {2010},
      file = {:papers/ulker-gunsel-cemgil-aistats2010.pdf:PDF;ulker-gunsel-cemgil-aistats2010.pdf:papers/ulker-gunsel-cemgil-aistats2010.pdf:PDF}
    }
    
  47. O. Dikmen and A. T. Cemgil, “Unsupervised single-channel source separation using bayesian NMF,” in Proc. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics WASPAA '09, pp. 93-96, 2009.
    [BibTeX] PDF PDF

    @inproceedings{Dikmen2009,
      author = {Dikmen, O. and Cemgil, A. T.},
      title = {Unsupervised single-channel source separation using bayesian NMF},
      booktitle = {Proc. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics WASPAA '09},
      year = {2009},
      pages = {93--96},
      file = {:papers/dikmen-cemgil-waspaa09.pdf:PDF;dikmen-cemgil-waspaa09.pdf:papers/dikmen-cemgil-waspaa09.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ASPAA.2009.5346508}
    }
    
  48. C. Fevotte and A. T. Cemgil, “Nonnegative matrix factorisations as probabilistic inference in composite models,” in Proc. 17th European Signal Processing Conference (EUSIPCO'09), 2009.
    [BibTeX] PDF PDF

    @inproceedings{cedric-eusipco2009,
      author = {Fevotte, C. and Cemgil, A. T.},
      title = {Nonnegative matrix factorisations as probabilistic inference in composite models},
      booktitle = {Proc. 17th European Signal Processing Conference (EUSIPCO'09)},
      year = {2009},
      file = {:papers/fevotte-cemgil-eusipco09.pdf:PDF;fevotte-cemgil-eusipco09.pdf:papers/fevotte-cemgil-eusipco09.pdf:PDF}
    }
    
  49. T. O. Virtanen and A. T. Cemgil, “Mixtures of Gamma Priors for Non-Negative Matrix Factorization Based Speech Separation,” in ICA 2009, 7th International Conference on Independent Component Analysis and Signal Separation, vol. 5441, pp. 646-653 , 2009. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{tuomas-ica2009,
      author = {Virtanen, T. O. and Cemgil, A. T.},
      title = {Mixtures of Gamma Priors for Non-Negative Matrix Factorization Based Speech Separation},
      booktitle = {ICA 2009, 7th International Conference on Independent Component Analysis and Signal Separation},
      year = {2009},
      volume = {5441},
      pages = {646-653 },
      note = {CPCI-S},
      file = {:papers/virtanen-cemgil-ica2009.pdf:PDF;virtanen-cemgil-ica2009.pdf:papers/virtanen-cemgil-ica2009.pdf:PDF}
    }
    
  50. S. Yildirim, A. T. Cemgil and A. B. Ertuzun, “A hybrid method for deconvolution of Bernoulli-Gaussian processes,” in Proc. IEEE International Conference on Acoustics, Speech and Signal Processing ICASSP 2009, pp. 3417-3420, 2009. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{Yildirim2009,
      author = {Yildirim, S. and Cemgil, A. T. and Ertuzun, A. B.},
      title = {A hybrid method for deconvolution of Bernoulli-Gaussian processes},
      booktitle = {Proc. IEEE International Conference on Acoustics, Speech and Signal Processing ICASSP 2009},
      year = {2009},
      pages = {3417--3420},
      note = {CPCI-S},
      file = {:papers/yildirim-cemgil-ertuzun-icassp09.pdf:PDF;yildirim-cemgil-ertuzun-icassp09.pdf:papers/yildirim-cemgil-ertuzun-icassp09.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ICASSP.2009.4960359}
    }
    
  51. A. T. Cemgil and O. Dikmen, “Inference and learning in gamma chains for Bayesian audio processing,” in Proceedings of Acoustics'08, pp. 4055-4060, July 2008.
    [BibTeX]

    @inproceedings{cemgil:acoustics08,
      author = {Cemgil, A. T. and Dikmen, O.},
      title = {Inference and learning in gamma chains for Bayesian audio processing},
      booktitle = {Proceedings of Acoustics'08},
      year = {2008},
      pages = {4055-4060}
    }
    
  52. T. Virtanen, A. T. Cemgil and S. Godsill, “Bayesian extensions to non-negative matrix factorisation for audio signal modelling,” in Proc. IEEE International Conference on Acoustics, Speech and Signal Processing ICASSP 2008, pp. 1825-1828, 2008. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{Virtanen2008,
      author = {Virtanen, T. and Cemgil, A. T. and Godsill, S. },
      title = {Bayesian extensions to non-negative matrix factorisation for audio signal modelling},
      booktitle = {Proc. IEEE International Conference on Acoustics, Speech and Signal Processing ICASSP 2008},
      year = {2008},
      pages = {1825--1828},
      note = {CPCI-S},
      file = {:papers/virtanen-cemgil-godsill-icassp08.pdf:PDF;virtanen-cemgil-godsill-icassp08.pdf:papers/virtanen-cemgil-godsill-icassp08.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ICASSP.2008.4517987}
    }
    
  53. P. Peeling, A. T. Cemgil and S. Godsill, “Bayesian hierarchical models and inference for musical audio processing,” in Proc. 3rd International Symposium on Wireless Pervasive Computing ISWPC 2008, pp. 278-282, 2008. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{Peeling2008,
      author = {Peeling, P. and Cemgil, A. T. and Godsill, S. },
      title = {Bayesian hierarchical models and inference for musical audio processing},
      booktitle = {Proc. 3rd International Symposium on Wireless Pervasive Computing ISWPC 2008},
      year = {2008},
      pages = {278--282},
      note = {CPCI-S},
      file = {:papers/iswpc01086.pdf:PDF;iswpc01086.pdf:papers/iswpc01086.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ISWPC.2008.4556214}
    }
    
  54. A. T. Cemgil, P. Peeling, O. Dikmen and S. J. Godsill, “Prior Structures for Time-Frequency Energy Distributions,” in Proc. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, pp. 151-154, 2007. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{cemgil-waspaa07,
      author = {Cemgil, A. T. and Peeling, P. and Dikmen, O. and Godsill, S. J.},
      title = {Prior Structures for Time-Frequency Energy Distributions},
      booktitle = {Proc. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics},
      year = {2007},
      pages = {151--154},
      note = {CPCI-S},
      file = {:papers/cemgil-peeling-dikmen-godsill-waspaa07.pdf:PDF;cemgil-peeling-dikmen-godsill-waspaa07.pdf:papers/cemgil-peeling-dikmen-godsill-waspaa07.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ASPAA.2007.4393007}
    }
    
  55. D. Clark, A. T. Cemgil, P. Peeling and S. Godsill, “Multi-Object Tracking of Sinusoidal Components in Audio with the Gaussian Mixture Probability Hypothesis Density Filter,” in Proc. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, pp. 339-342, 2007. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{clark-waspaa07,
      author = {Clark, D. and Cemgil, A. T. and Peeling, P. and Godsill, S.},
      title = {Multi-Object Tracking of Sinusoidal Components in Audio with the Gaussian Mixture Probability Hypothesis Density Filter},
      booktitle = {Proc. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics},
      year = {2007},
      pages = {339--342},
      note = {CPCI-S},
      file = {:clark-cemgil-peeling-godsill-waspaa07.pdf:PDF;clark-cemgil-peeling-godsill-waspaa07.pdf:clark-cemgil-peeling-godsill-waspaa07.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ASPAA.2007.4393009}
    }
    
  56. A. T. Cemgil and O. Dikmen, “Conjugate Gamma Markov random fields for modelling nonstationary sources,” in ICA 2007, 7th International Conference on Independent Component Analysis and Signal Separation, September 2007. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{cemgil-ica07,
      author = {Cemgil, A. T. and Dikmen, O.},
      title = {Conjugate Gamma Markov random fields for modelling nonstationary sources},
      booktitle = {ICA 2007, 7th International Conference on Independent Component Analysis and Signal Separation},
      year = {2007},
      note = {CPCI-S},
      file = {:papers/cemgil-dikmen-ica07.pdf:PDF;cemgil-dikmen-ica07.pdf:papers/cemgil-dikmen-ica07.pdf:PDF}
    }
    
  57. D. Excell, A. T. Cemgil and W. J. Fitzgerald, “Generative Model for Human Motion Recognition,” in Proc. 5th International Symposium on Image and Signal Processing and Analysis ISPA 2007, pp. 423-428, 2007. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{Excell2007a,
      author = {Excell, D. and Cemgil, A. T. and Fitzgerald, W. J. },
      title = {Generative Model for Human Motion Recognition},
      booktitle = {Proc. 5th International Symposium on Image and Signal Processing and Analysis ISPA 2007},
      year = {2007},
      pages = {423--428},
      note = {CPCI-S},
      file = {:papers/excell-cemgil-fitzgerald-ispa07.pdf:PDF;excell-cemgil-fitzgerald-ispa07.pdf:papers/excell-cemgil-fitzgerald-ispa07.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ISPA.2007.4383731}
    }
    
  58. P. Peeling, A. T. Cemgil and S. J. Godsill, “A Probabilistic Framework for Matching Music Representations,” in Proceedings of International Conference on Music Information Retrieval, 2007.
    [BibTeX] PDF

    @inproceedings{Peeling2007,
      author = {Peeling, P. and Cemgil, A. T. and Godsill, S. J.},
      title = {A Probabilistic Framework for Matching Music Representations},
      booktitle = {Proceedings of International Conference on Music Information Retrieval},
      year = {2007},
      file = {peeling-cemgil-godsill-ismir2007.pdf:papers/peeling-cemgil-godsill-ismir2007.pdf:PDF}
    }
    
  59. A. T. Cemgil, “Strategies for Sequential Inference in Factorial Switching State Space Models,” in Proc. IEEE International Conference on Acoustics, Speech and Signal Processing ICASSP 2007, vol. 2, pp. II-513-II-516, 2007. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{Cemgil2007a,
      author = {Cemgil, A. T. },
      title = {Strategies for Sequential Inference in Factorial Switching State Space Models},
      booktitle = {Proc. IEEE International Conference on Acoustics, Speech and Signal Processing ICASSP 2007},
      year = {2007},
      volume = {2},
      pages = {II-513--II-516},
      note = {CPCI-S},
      file = {:papers/cemgil-icassp07.pdf:PDF;cemgil-icassp07.pdf:papers/cemgil-icassp07.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ICASSP.2007.366285}
    }
    
  60. S.J. Godsill, A.T. Cemgil, C. Fevotte and P.J. Wolfe, “Bayesian computational methods for sparse audio and music processing,” in 15th European Signal Processing Conference, 2007.
    [BibTeX] PDF PDF

    @inproceedings{godsill-eusipco07,
      author = {S.J. Godsill and A.T. Cemgil and C. Fevotte and P.J. Wolfe},
      title = {Bayesian computational methods for sparse audio and music processing},
      booktitle = {15th European Signal Processing Conference},
      year = {2007},
      file = {:papers/godsill-cemgil-fevotte-wolfe-eusipco07.pdf:PDF;godsill-cemgil-fevotte-wolfe-eusipco07.pdf:papers/godsill-cemgil-fevotte-wolfe-eusipco07.pdf:PDF}
    }
    
  61. N. Whiteley, A. T. Cemgil and S. Godsill, “Sequential Inference of Rhythmic Structure in Musical Audio,” in Proc. IEEE International Conference on Acoustics, Speech and Signal Processing ICASSP 2007, vol. 4, pp. IV-1321-IV-1324, 2007. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{Whiteley2007a,
      author = {Whiteley, N. and Cemgil, A. T. and Godsill, S. },
      title = {Sequential Inference of Rhythmic Structure in Musical Audio},
      booktitle = {Proc. IEEE International Conference on Acoustics, Speech and Signal Processing ICASSP 2007},
      year = {2007},
      volume = {4},
      pages = {IV-1321--IV-1324},
      note = {CPCI-S},
      file = {:papers/whiteley-cemgil-godsill-icassp07.pdf:PDF;whiteley-cemgil-godsill-icassp07.pdf:papers/whiteley-cemgil-godsill-icassp07.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ICASSP.2007.367321}
    }
    
  62. T. van Kasteren, B. Krose and A. T. Cemgil, “Realtime Simultaneous Tempo Tracking and Rhythm Quantization in Music,” in Proceedings of Belgian-Dutch Conference on Artificial Intelligence (BNAIC), October 2007.
    [BibTeX]

    @inproceedings{Kasteren2007,
      author = {van Kasteren, T. and Krose, B. and Cemgil, A. T.},
      title = {Realtime Simultaneous Tempo Tracking and Rhythm Quantization in Music},
      booktitle = {Proceedings of Belgian-Dutch Conference on Artificial Intelligence (BNAIC)},
      year = {2007}
    }
    
  63. N. Whiteley, A. T. Cemgil and S. J. Godsill, “Bayesian Modelling of Temporal Structure in Musical Audio,” in Proceedings of International Conference on Music Information Retrieval, 2006.
    [BibTeX] PDF PDF

    @inproceedings{Whiteley2006,
      author = {Whiteley, N. and Cemgil, A. T. and Godsill, S. J.},
      title = {Bayesian Modelling of Temporal Structure in Musical Audio},
      booktitle = {Proceedings of International Conference on Music Information Retrieval},
      year = {2006},
      file = {:papers/whiteley-cemgil-godsill-ismir06.pdf:PDF;whiteley-cemgil-godsill-ismir06.pdf:papers/whiteley-cemgil-godsill-ismir06.pdf:PDF}
    }
    
  64. A. Taylan Cemgil, “Sequential Inference for Factorial Changepoint Models,” in Proc. IEEE Nonlinear Statistical Signal Processing Workshop, pp. 203-206, 2006. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{cemgil:nsspw,
      author = {Cemgil, A. Taylan},
      title = {Sequential Inference for Factorial Changepoint Models},
      booktitle = {Proc. IEEE Nonlinear Statistical Signal Processing Workshop},
      year = {2006},
      pages = {203--206},
      note = {CPCI-S},
      file = {:papers/cemgil-nsspw06.pdf:PDF;cemgil-nsspw06.pdf:papers/cemgil-nsspw06.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/NSSPW.2006.4378855}
    }
    
  65. W. Zajdel, A.T. Cemgil and B.J.A. Kröse, “Dynamic Bayesian networks for visual surveillance with distributed cameras,” in 1st European Conference on Smart Sensing and Context (EuroSSC), pp. 240-243, 2006. Won the best poster award in EuroSSC 2006.
    [BibTeX] PDF PDF

    @inproceedings{Zajdel2006,
      author = {W. Zajdel and A.T. Cemgil and B.J.A. Kröse},
      title = {Dynamic Bayesian networks for visual surveillance with distributed cameras},
      booktitle = {1st European Conference on Smart Sensing and Context (EuroSSC)},
      publisher = {Springer},
      year = {2006},
      pages = {240-243},
      note = {Won the best poster award in EuroSSC 2006},
      file = {:papers/zajdel-cemgil-krose-scc.pdf:PDF;zajdel-cemgil-krose-scc.pdf:papers/zajdel-cemgil-krose-scc.pdf:PDF}
    }
    
  66. A. T. Cemgil and S. J. Godsill, “Efficient Variational Inference for the Dynamic Harmonic Model,” in Proc. of IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, pp. 271-274, October 2005. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{cemgil:waspaa05,
      author = {Cemgil, A. T. and Godsill, S. J.},
      title = {Efficient Variational Inference for the Dynamic Harmonic Model},
      booktitle = {Proc. of IEEE Workshop on Applications of Signal Processing to Audio and Acoustics},
      year = {2005},
      pages = {271-274},
      note = {CPCI-S},
      file = {:papers/cemgil-godsill-dhm.pdf:PDF;cemgil-godsill-dhm.pdf:papers/cemgil-godsill-dhm.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ASPAA.2005.1540222}
    }
    
  67. A. T. Cemgil and S. J. Godsill, “Probabilistic Phase Vocoder and its application to Interpolation of Missing Values in Audio Signals,” in 13th European Signal Processing Conference, 2005.
    [BibTeX] [URL] PDF PDF

    @inproceedings{cemgil-eusipco1,
      author = {Cemgil, A. T. and Godsill, S. J.},
      title = {Probabilistic Phase Vocoder and its application to Interpolation of Missing Values in Audio Signals},
      booktitle = {13th European Signal Processing Conference},
      year = {2005},
      url = {http://www-sigproc.eng.cam.ac.uk/~atc27/em-restore/},
      file = {:papers/cemgil-godsill-em-restore-eusipco.pdf:PDF;cemgil-godsill-em-restore-eusipco.pdf:papers/cemgil-godsill-em-restore-eusipco.pdf:PDF}
    }
    
  68. A. T. Cemgil, C. Fevotte and S. J. Godsill, “Blind Separation of Sparse Sources using Variational EM,” in 13th European Signal Processing Conference, 2005.
    [BibTeX] [URL] PDF PDF

    @inproceedings{cemgil-eusipco2,
      author = {Cemgil, A. T. and Fevotte, C. and Godsill, S. J.},
      title = {Blind Separation of Sparse Sources using Variational EM},
      booktitle = {13th European Signal Processing Conference},
      year = {2005},
      url = {http://www-sigproc.eng.cam.ac.uk/~cf269/eusipco05/sound_files.html},
      file = {:papers/cemgil-fevotte-godsill-bss-eusipco05.pdf:PDF;cemgil-fevotte-godsill-bss-eusipco05.pdf:papers/cemgil-fevotte-godsill-bss-eusipco05.pdf:PDF}
    }
    
  69. A. T. Cemgil, W. Zajdel and B. J. A. Krose, “A hybrid graphical model for robust feature extraction from video,” in Proc. IEEE Computer Society Conference on Computer Vision and Pattern Recognition CVPR 2005, vol. 1, pp. 1158-1165, June 2005. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{TaylanCemgil2005,
      author = {Cemgil, A. T. and Zajdel, W. and Krose, B. J. A.},
      title = {A hybrid graphical model for robust feature extraction from video},
      booktitle = {Proc. IEEE Computer Society Conference on Computer Vision and Pattern Recognition CVPR 2005},
      year = {2005},
      volume = {1},
      pages = {1158--1165},
      note = {CPCI-S},
      file = {:papers/cemgil-zajdel-krose-cvpr05.pdf:PDF;cemgil-zajdel-krose-cvpr05.pdf:papers/cemgil-zajdel-krose-cvpr05.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/CVPR.2005.33}
    }
    
  70. B. Krose, T. Cemgil and W Zajdel, “Tracking humans,” in 18th World Computer Congress, vol. 156, pp. 751-752, 2004.
    [BibTeX]

    @inproceedings{Krose2004,
      author = {Krose, B. and Cemgil, T. and Zajdel, W},
      title = {Tracking humans},
      booktitle = {18th World Computer Congress},
      year = {2004},
      volume = {156},
      pages = {751-752}
    }
    
  71. W. Zajdel, A. T. Cemgil and B. J. A. Krose, “Online multicamera tracking with a switching state-space model,” in Proc. 17th International Conference on Pattern Recognition ICPR 2004, vol. 4, pp. 339-343 Vol.4, 2004.
    [BibTeX] PDF PDF

    @inproceedings{Zajdel2004a,
      author = {Zajdel, W. and Cemgil, A. T. and Krose, B. J. A.},
      title = {Online multicamera tracking with a switching state-space model},
      booktitle = {Proc. 17th International Conference on Pattern Recognition ICPR 2004},
      year = {2004},
      volume = {4},
      pages = {339--343 Vol.4},
      file = {:papers/icprWZajdel_camready.pdf:PDF;icprWZajdel_camready.pdf:papers/icprWZajdel_camready.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/ICPR.2004.1333772}
    }
    
  72. A. T. Cemgil, “Polyphonic Pitch Identification and Bayesian Inference,” in Proceedings of the International Computer Music Conference, 2004.
    [BibTeX] PDF PDF

    @inproceedings{Cemgil2004,
      author = {Cemgil, A. T.},
      title = {Polyphonic Pitch Identification and Bayesian Inference},
      booktitle = {Proceedings of the International Computer Music Conference},
      year = {2004},
      file = {:papers/cemgil-icmc04.pdf:PDF;cemgil-icmc04.pdf:papers/cemgil-icmc04.pdf:PDF}
    }
    
  73. A. T. Cemgil, B. Kappen and D. Barber, “Generative model based polyphonic music transcription,” in Proc. IEEE Workshop on. Applications of Signal Processing to Audio and Acoustics, pp. 181-184, 2003.
    [BibTeX] PDF PDF

    @inproceedings{Cemgil2003c,
      author = {Cemgil, A. T. and Kappen, B. and Barber, D. },
      title = {Generative model based polyphonic music transcription},
      booktitle = {Proc. IEEE Workshop on. Applications of Signal Processing to Audio and Acoustics},
      year = {2003},
      pages = {181--184},
      file = {:papers/cemgil-waspaa03.pdf:PDF;cemgil-waspaa03.pdf:papers/cemgil-waspaa03.pdf:PDF}
    }
    
  74. A.T. Cemgil, D. Barber and H. J. Kappen, “A Dynamical Bayesian Network for Tempo and Polyphonic Pitch Tracking,” in Proceedings of ICANN, 2003.
    [BibTeX]

    @inproceedings{Cemgil2003a,
      author = {Cemgil, A.T. and Barber, D. and Kappen, H. J.},
      title = {A Dynamical Bayesian Network for Tempo and Polyphonic Pitch Tracking},
      booktitle = {Proceedings of ICANN},
      year = {2003}
    }
    
  75. A.T. Cemgil and H. J. Kappen, “Integrating Tempo Tracking and Quantization using Particle filtering,” in Proceedings of the 2002 International Computer Music Conference, pp. 419-422, 2002.
    [BibTeX] PDF PDF

    @inproceedings{Cemgil2002,
      author = {Cemgil, A.T. and Kappen, H. J.},
      title = {Integrating Tempo Tracking and Quantization using Particle filtering},
      booktitle = {Proceedings of the 2002 International Computer Music Conference},
      year = {2002},
      pages = {419-422},
      file = {:papers/cemgil-icmc02.ps:PostScript;cemgil-icmc02.ps:papers/cemgil-icmc02.ps:PostScript}
    }
    
  76. A. T. Cemgil and H. J. Kappen, “Tempo Tracking and Rhythm Quantization by Sequential Monte Carlo,” in Advances in Neural Information Processing Systems 14, pp. 1361-1368, 2002. CPCI-S.
    [BibTeX] PDF PDF PDF

    @inproceedings{Cemgil2002a,
      author = {Cemgil, A. T. and Kappen, H. J.},
      title = {Tempo Tracking and Rhythm Quantization by Sequential Monte Carlo},
      booktitle = {Advances in Neural Information Processing Systems 14},
      publisher = {MIT Press},
      year = {2002},
      pages = {1361-1368},
      note = {CPCI-S},
      file = {:papers/cemgil-nips01.pdf:PDF;cemgil-nips01.pdf:papers/cemgil-nips01.pdf:PDF;cemgil-nips01.ps:papers/cemgil-nips01.ps:PostScript}
    }
    
  77. A.T. Cemgil and H. J. Kappen, “Bayesian Real-time Adaptation for Interactive Performance Systems,” in Proceedings of the 2001 International Computer Music Conference, pp. 147-150, 2001.
    [BibTeX] PDF PDF PDF

    @inproceedings{cemgil:icmc01,
      author = {Cemgil, A.T. and Kappen, H. J.},
      title = {Bayesian Real-time Adaptation for Interactive Performance Systems},
      booktitle = {Proceedings of the 2001 International Computer Music Conference},
      year = {2001},
      pages = {147-150},
      file = {:papers/cemgil-icmc01.pdf:PDF;cemgil-icmc01.pdf:papers/cemgil-icmc01.pdf:PDF;cemgil-icmc01.ps:papers/cemgil-icmc01.ps:PostScript}
    }
    
  78. A.T. Cemgil and H. J. Kappen, “A Dynamic Belief Network Implementation for Realtime Music Transcription,” in Proceedings of the Belgian-Dutch Conference on Artificial Intelligence 2001, 2001.
    [BibTeX]

    @inproceedings{Cemgil2001,
      author = {Cemgil, A.T. and Kappen, H. J.},
      title = {A Dynamic Belief Network Implementation for Realtime Music Transcription},
      booktitle = {Proceedings of the Belgian-Dutch Conference on Artificial Intelligence 2001},
      year = {2001}
    }
    
  79. A.T. Cemgil, H. J. Kappen, P. Desain and H. Honing, “On tempo tracking: Tempogram Representation and Kalman filtering,” in Proceedings of the 2000 International Computer Music Conference, pp. 352-355, September 2000. (This paper has received the Swets and Zeitlinger Distinguished Paper Award of the ICMC 2000) CPCI-S, AHCI.
    [BibTeX] PDF PDF PDF

    @inproceedings{Cemgil2000,
      author = {Cemgil, A.T. and Kappen, H. J. and Desain, P. and Honing, H.},
      title = {On tempo tracking: Tempogram Representation and Kalman filtering},
      booktitle = {Proceedings of the 2000 International Computer Music Conference},
      publisher = {The Berliner Kulturveranstaltungs GmbH},
      year = {2000},
      pages = {352-355},
      note = {(This paper has received the Swets and Zeitlinger Distinguished Paper Award of the ICMC 2000) CPCI-S, AHCI},
      file = {:papers/icmc00.pdf.gz:;icmc00.pdf.gz:papers/icmc00.pdf.gz:PDF;icmc00.ps.gz:papers/icmc00.ps.gz:PostScript}
    }
    
  80. A. T. Cemgil, P. Desain and H. J. Kappen, “Rhythm Quantization for Transcription,” in Proceedings of the AISB'99 Symposium on Musical Creativity, pp. 140-146, April 1999.
    [BibTeX] PDF PDF

    @inproceedings{Cemgil1999,
      author = {A. T. Cemgil and P. Desain and H. J. Kappen},
      title = {Rhythm Quantization for Transcription},
      booktitle = {Proceedings of the AISB'99 Symposium on Musical Creativity},
      year = {1999},
      pages = {140-146},
      file = {:papers/aisb99.ps:PostScript;aisb99.ps:papers/aisb99.ps:PostScript}
    }
    
  81. A.T Cemgil and C. Erkut, “Calibration of Physical Models using Artifical Neural Networks with Application to Plucked String Instruments,” in Proceedings of ISMA97, International Symposium on Musical Acoustics, 1997.
    [BibTeX] PDF PDF

    @inproceedings{cemgil:isma,
      author = {Cemgil, A.T and Erkut, C.},
      title = {Calibration of Physical Models using Artifical Neural Networks with Application to Plucked String Instruments},
      booktitle = {Proceedings of ISMA97, International Symposium on Musical Acoustics},
      year = {1997},
      file = {:papers/ismail.ps.gz:PDF;ismail.ps:papers/ismail.ps:PDF}
    }
    
  82. A. T. Cemgil, H. Caglar and E. Anarım, “Comparison of Wavelet Filters for Pitch Detection of Monophonic Music Signals,” in Proceedings of European Conference on Circuit Theory and Design, (ECCTD95), 1995.
    [BibTeX]

    @inproceedings{Cemgil1995,
      author = {Cemgil, A. T. and Caglar, H. and Anarım, E.},
      title = {Comparison of Wavelet Filters for Pitch Detection of Monophonic Music Signals},
      booktitle = {Proceedings of European Conference on Circuit Theory and Design, (ECCTD95)},
      year = {1995}
    }
    

Refereed National Conference Papers

  1. Onur Gungor, Suzan Uskudarli and A.Taylan Cemgil, “DRENAJ: Distributed social media data collection system,” in Signal Processing and Communications Applications Conference (SIU), 2015 23th, pp. 2349-2352, 2015.
    [BibTeX] [URL]

    @inproceedings{Gungor2015,
      author = {Gungor, Onur and Uskudarli, Suzan and Cemgil, A.Taylan},
      title = {DRENAJ: Distributed social media data collection system},
      booktitle = {Signal Processing and Communications Applications Conference (SIU), 2015 23th},
      year = {2015},
      pages = {2349--2352},
      url = {http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7130351},
      doi = {http://dx.doi.org/10.1109/SIU.2015.7130351}
    }
    
  2. Serap Kirbiz, Antoine Liutkus and A.Taylan Cemgil, “Dialogue enhancement using kernel additive modelling,” in Signal Processing and Communications Applications Conference (SIU), 2015 23th, pp. 2242-2245, 2015.
    [BibTeX] [URL]

    @inproceedings{Kirbiz2015,
      author = {Kirbiz, Serap and Liutkus, Antoine and Cemgil, A.Taylan},
      title = {Dialogue enhancement using kernel additive modelling},
      booktitle = {Signal Processing and Communications Applications Conference (SIU), 2015 23th},
      year = {2015},
      pages = {2242--2245},
      url = {http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7130322},
      doi = {http://dx.doi.org/10.1109/SIU.2015.7130322}
    }
    
  3. Ali Caner Turkmen and Ali Taylan Cemgil, “An application of deep learning for trade signal prediction in financial markets,” in Signal Processing and Communications Applications Conference (SIU), 2015 23th, pp. 2521-2524, 2015.
    [BibTeX] [URL]

    @inproceedings{Turkmen2015,
      author = {Turkmen, Ali Caner and Cemgil, Ali Taylan},
      title = {An application of deep learning for trade signal prediction in financial markets},
      booktitle = {Signal Processing and Communications Applications Conference (SIU), 2015 23th},
      year = {2015},
      pages = {2521--2524},
      url = {http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7130397},
      doi = {http://dx.doi.org/10.1109/SIU.2015.7130397}
    }
    
  4. M.O. Demir, B. Kurt, S. Buyukcorak, G.K. Kurt, AT. Cemgil and E. Zeydan, “Comparison of sampling strategies for flow length estimation,” in Signal Processing and Communications Applications Conference (SIU), 2014 22nd, pp. 2182-2185, April 2014.
    [BibTeX] PDF

    @inproceedings{Demir2014a,
      author = {Demir, M.O. and Kurt, B. and Buyukcorak, S. and Kurt, G.K. and Cemgil, AT. and Zeydan, E.},
      title = {Comparison of sampling strategies for flow length estimation},
      booktitle = {Signal Processing and Communications Applications Conference (SIU), 2014 22nd},
      year = {2014},
      pages = {2182-2185},
      file = {:papers/demir-kurt-kurt-etal-siu2014.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SIU.2014.6830696}
    }
    
  5. C. Demir, AT. Cemgil and M. Saraclar, “Analysis of effect of single-channel speech-music separation using NMF to automatic speech recognition,” in Signal Processing and Communications Applications Conference (SIU), 2014 22nd, pp. 1818-1821, April 2014.
    [BibTeX] PDF

    @inproceedings{DemirSiu2014,
      author = {Demir, C. and Cemgil, AT. and Saraclar, M.},
      title = {Analysis of effect of single-channel speech-music separation using NMF to automatic speech recognition},
      booktitle = {Signal Processing and Communications Applications Conference (SIU), 2014 22nd},
      year = {2014},
      pages = {1818-1821},
      file = {:papers/demir-saraclar-cemgil-siu2014.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SIU.2014.6830605}
    }
    
  6. E. Karamatli and AT. Cemgil, “Tempo tracking by using a parallel particle filter on the GPU,” in Signal Processing and Communications Applications Conference (SIU), 2014 22nd, pp. 2007-2010, April 2014.
    [BibTeX] PDF

    @inproceedings{Karamatli14,
      author = {Karamatli, E. and Cemgil, AT.},
      title = {Tempo tracking by using a parallel particle filter on the GPU},
      booktitle = {Signal Processing and Communications Applications Conference (SIU), 2014 22nd},
      year = {2014},
      pages = {2007-2010},
      file = {:papers/karamatli-cemgil-siu2014.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SIU.2014.6830652}
    }
    
  7. AC. Turkmen and AT. Cemgil, “Political interest and tendency prediction from microblog data,” in Signal Processing and Communications Applications Conference (SIU), 2014 22nd, pp. 1327-1330, April 2014.
    [BibTeX] PDF

    @inproceedings{Turkmen2014,
      author = {Turkmen, AC. and Cemgil, AT.},
      title = {Political interest and tendency prediction from microblog data},
      booktitle = {Signal Processing and Communications Applications Conference (SIU), 2014 22nd},
      year = {2014},
      pages = {1327-1330},
      file = {:papers/turkmen-cemgil-siu2014.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SIU.2014.6830482}
    }
    
  8. H. Yuzuguzel, AT. Cemgil and E. Anarim, “Query ranking strategies in probabilistic expert systems,” in Signal Processing and Communications Applications Conference (SIU), 2014 22nd, pp. 1199-1202, April 2014.
    [BibTeX] PDF

    @inproceedings{Yuzuguzel2014,
      author = {Yuzuguzel, H. and Cemgil, AT. and Anarim, E.},
      title = {Query ranking strategies in probabilistic expert systems},
      booktitle = {Signal Processing and Communications Applications Conference (SIU), 2014 22nd},
      year = {2014},
      pages = {1199-1202},
      file = {:papers/yuzuguzel-cemgil-siu2014.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SIU.2014.6830450}
    }
    
  9. I. Arı, A. T. Cemgil and L. Akarun, “Cok-öbekli Veri için Aradeğerlemeci Ayrışım,” in Signal Processing and Communications Applications Conference, IEEE 21th, 2013.
    [BibTeX] PDF PDF

    @inproceedings{Ari-siu2013,
      author = {Arı, I. and and Cemgil, A. T. and L. Akarun},
      title = {Cok-öbekli Veri için Aradeğerlemeci Ayrışım},
      booktitle = {Signal Processing and Communications Applications Conference, IEEE 21th},
      year = {2013},
      file = {:papers/ari-cemgil-akarun-siu2013.pdf:PDF;ari-cemgil-akarun-siu2013.pdf:papers/ari-cemgil-akarun-siu2013.pdf:PDF}
    }
    
  10. D. Basaran, A. T. Cemgil and E. Anarım, “Belirlenimci Benzerlik Yontemlerine Dayalı Model Tabanlı Ses Dizisi Hizalaması (Model Based Audio Sequence Alignment Based on Deterministic Similarity Methods),” in Signal Processing and Communications Applications Conference, IEEE 21th, 2013.
    [BibTeX] PDF PDF

    @inproceedings{Basaran2013,
      author = {Basaran, D. and Cemgil, A. T. and Anarım, E.},
      title = {Belirlenimci Benzerlik Yontemlerine Dayalı Model Tabanlı Ses Dizisi Hizalaması (Model Based Audio Sequence Alignment Based on Deterministic Similarity Methods)},
      booktitle = {Signal Processing and Communications Applications Conference, IEEE 21th},
      year = {2013},
      file = {:papers/basaran-cemgil-anarim-siu2013.pdf:PDF;basaran-cemgil-anarim-siu2013.pdf:papers/basaran-cemgil-anarim-siu2013.pdf:PDF}
    }
    
  11. B. Ermis, E. Acar and A. T. Cemgil, “Bağlantı Tahmini Için Bağlaşımlı Simetrik Tensör Ayrışım Modelleri,” in Signal Processing and Communications Applications Conference, IEEE 21th, 2013.
    [BibTeX] PDF PDF

    @inproceedings{Ermis-siu2013,
      author = {Ermis, B. and Acar, E. and Cemgil, A. T.},
      title = {Bağlantı Tahmini Için Bağlaşımlı Simetrik Tensör Ayrışım Modelleri},
      booktitle = {Signal Processing and Communications Applications Conference, IEEE 21th},
      year = {2013},
      file = {:papers/ermis-acar-cemgil-siu2013.pdf:PDF;ermis-acar-cemgil-siu2013.pdf:papers/ermis-acar-cemgil-siu2013.pdf:PDF}
    }
    
  12. H. Guldas and A. T. Cemgil, “Rasgele Örnekleme ile Düşük Rank Matris Tamamlama (Low Rank Matrix Completion via Random Sampling),” in IEEE Signal Proc. and Communications Applications Conference, 2013.
    [BibTeX] PDF PDF

    @inproceedings{Guldas-siu2013,
      author = {Guldas, H. and Cemgil, A. T.},
      title = {Rasgele Örnekleme ile Düşük Rank Matris Tamamlama (Low Rank Matrix Completion via Random Sampling)},
      booktitle = {IEEE Signal Proc. and Communications Applications Conference},
      year = {2013},
      file = {:papers/guldas-cemgil-siu2013.pdf:PDF;guldas-cemgil-siu2013.pdf:papers/guldas-cemgil-siu2013.pdf:PDF}
    }
    
  13. C. Kavaklioglu and A.T. Cemgil, “Ikiden Fazla Tensörün En Verimli Daraltma Sırası (Optimal Contraction Order of Multiple Tensors),” in IEEE Signal Proc. and Communications Applications Conference, 2013.
    [BibTeX] PDF PDF

    @inproceedings{Kavaklioglu-siu2013,
      author = {Kavaklioglu, C. and Cemgil, A.T.},
      title = {Ikiden Fazla Tensörün En Verimli Daraltma Sırası (Optimal Contraction Order of Multiple Tensors)},
      booktitle = {IEEE Signal Proc. and Communications Applications Conference},
      year = {2013},
      file = {:papers/kavaklioglu-cemgil-siu2013.pdf:PDF;kavaklioglu-cemgil-siu2013.pdf:papers/kavaklioglu-cemgil-siu2013.pdf:PDF}
    }
    
  14. U. Simsekli, T. Birdal, E. Koc and A. T. Cemgil, “Çevrimiçi Servisler için Ayrişım Tabanlı Tavsiye Sistemi,” in Signal Processing and Communications Applications Conference, IEEE 21th, 2013.
    [BibTeX] PDF PDF

    @inproceedings{Simsekli2013,
      author = {Simsekli, U. and Birdal, T. and Koc, E. and Cemgil, A. T.},
      title = {Çevrimiçi Servisler için Ayrişım Tabanlı Tavsiye Sistemi},
      booktitle = {Signal Processing and Communications Applications Conference, IEEE 21th},
      year = {2013},
      file = {:papers/simsekli-etal-siu2013.pdf:PDF;simsekli-etal-siu2013.pdf:papers/simsekli-etal-siu2013.pdf:PDF}
    }
    
  15. O. Sönmez and A. T. Cemgil, “Modele Dayalı Pekiştirme ile Öğrenme için Ardışık Monte Carlo Örnekleyicileri,” in Signal Processing and Communications Applications Conference, IEEE 21th, 2013.
    [BibTeX] PDF PDF

    @inproceedings{Sonmez2013,
      author = {Sönmez, O. and Cemgil, A. T.},
      title = {Modele Dayalı Pekiştirme ile Öğrenme için Ardışık Monte Carlo Örnekleyicileri},
      booktitle = {Signal Processing and Communications Applications Conference, IEEE 21th},
      year = {2013},
      file = {:papers/sonmez-cemgil-siu2013.pdf:PDF;sonmez-cemgil-siu2013.pdf:papers/sonmez-cemgil-siu2013.pdf:PDF}
    }
    
  16. Y. C. Subakan, O. Celiktutan, A. T. Cemgil and B. Sankur, “Saklı Markov Model Karışımları için Spektral Öğrenme,” in Signal Processing and Communications Applications Conference, IEEE 21th, 2013.
    [BibTeX] PDF PDF

    @inproceedings{Subakan2013,
      author = {Subakan, Y. C. and Celiktutan, O. and Cemgil, A. T. and Sankur, B.},
      title = {Saklı Markov Model Karışımları için Spektral Öğrenme},
      booktitle = {Signal Processing and Communications Applications Conference, IEEE 21th},
      year = {2013},
      file = {:papers/subakan-etal-siu2013.pdf:PDF;subakan-etal-siu2013.pdf:papers/subakan-etal-siu2013.pdf:PDF}
    }
    
  17. T. Hamzaoglu, B. Kurt and A.T. Cemgil, “Multiple change point analysis in random graph series,” in Signal Processing and Communications Applications Conference (SIU), 2012 20th, pp. 1-4, 2012.
    [BibTeX] PDF PDF

    @inproceedings{6204673,
      author = {Hamzaoglu, T. and Kurt, B. and Cemgil, A.T.},
      title = {Multiple change point analysis in random graph series},
      booktitle = {Signal Processing and Communications Applications Conference (SIU), 2012 20th},
      year = {2012},
      pages = {1-4},
      file = {:papers/hamzaoglu-kurt-cemgil-siu2012.pdf:PDF;hamzaoglu-kurt-cemgil-siu2012.pdf:papers/hamzaoglu-kurt-cemgil-siu2012.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SIU.2012.6204673}
    }
    
  18. I. Arı, U. Şimşekli, A. T. Cemgil and L. Akarun, “TDA-tabanlı Çoksesli Müzik Notalandırma (SVD-based Polyphonic Music Transcription),” in IEEE Signal Proc. and Communications Applications Conference, 2012.
    [BibTeX] PDF PDF

    @inproceedings{Ari2012siu,
      author = {Arı, I. and Şimşekli, U. and Cemgil, A. T. and L. Akarun},
      title = {TDA-tabanlı Çoksesli Müzik Notalandırma (SVD-based Polyphonic Music Transcription)},
      booktitle = {IEEE Signal Proc. and Communications Applications Conference},
      year = {2012},
      file = {:papers/ari_simsekli_cemgil_akarun_siu2012tdaTabanliCoksesliMuzikNotalandirma.pdf:PDF;ari_simsekli_cemgil_akarun_siu2012tdaTabanliCoksesliMuzikNotalandirma.pdf:papers/ari_simsekli_cemgil_akarun_siu2012tdaTabanliCoksesliMuzikNotalandirma.pdf:PDF}
    }
    
  19. I. B. Fidaner and A.T. Cemgil, “Infinite mixture of piecewise linear sequences,” in Signal Processing and Communications Applications Conference, 2012. SIU 2012. IEEE 20th, april 2012.
    [BibTeX] PDF PDF

    @inproceedings{infinite_piecewise_siu2012,
      author = {Fidaner, I. B. and Cemgil, A.T.},
      title = {Infinite mixture of piecewise linear sequences},
      booktitle = {Signal Processing and Communications Applications Conference, 2012. SIU 2012. IEEE 20th},
      year = {2012},
      file = {:papers/fidaner_cemgil_siu2012.pdf:PDF;fidaner_cemgil_siu2012.pdf:papers/fidaner_cemgil_siu2012.pdf:PDF}
    }
    
  20. C. Kavaklioglu and A.T. Cemgil, “Paralel Genellestirilmis Tensor Çarpımı (Parallel Generalized Tensor Multiplication),” in Signal Processing and Communications Applications (SIU), 2012 IEEE 20th Conference on, 2012. (in Turkish).
    [BibTeX] PDF PDF

    @inproceedings{kavaklioglu-siu2012,
      author = {Kavaklioglu, C. and Cemgil, A.T.},
      title = {Paralel Genellestirilmis Tensor Çarpımı (Parallel Generalized Tensor Multiplication)},
      booktitle = {Signal Processing and Communications Applications (SIU), 2012 IEEE 20th Conference on},
      year = {2012},
      note = {(in Turkish)},
      file = {:papers/kavaklioglu_cemgil_siu2012.pdf:PDF;kavaklioglu_cemgil_siu2012.pdf:papers/kavaklioglu_cemgil_siu2012.pdf:PDF}
    }
    
  21. U. Simsekli, Y. K. Yilmaz and A. T. Cemgil, “Coksesli Müzik Notalandırması icin Bağlasımlı Tensör Ayrısım Modelleri,” in 20. IEEE Sinyal Isleme ve Iletisim Uygulamaları Kurultayı, 2012.
    [BibTeX] PDF PDF

    @inproceedings{simsekliSiu2012,
      author = {Simsekli, U. and Yilmaz, Y. K. and Cemgil, A. T.},
      title = {Coksesli Müzik Notalandırması icin Bağlasımlı Tensör Ayrısım Modelleri},
      booktitle = {20. IEEE Sinyal Isleme ve Iletisim Uygulamaları Kurultayı},
      year = {2012},
      file = {:papers/simsekli_yilmaz_cemgil_siu2012.pdf:PDF;simsekli_yilmaz_cemgil_siu2012.pdf:papers/simsekli_yilmaz_cemgil_siu2012.pdf:PDF}
    }
    
  22. O. Sönmez and A. T. Cemgil, “Modele dayalı Pekiştirme ile Öğrenme için Ö nem Ö rneklemesi (Importance Sampling for Model-Based Reinforcement Learning),” in IEEE Signal Proc. and Communications Applications Conference, 2012.
    [BibTeX] PDF PDF

    @inproceedings{Sonmez2012siuTR,
      author = {Sönmez, O. and Cemgil, A. T.},
      title = {Modele dayalı Pekiştirme ile Öğrenme için Ö nem Ö rneklemesi (Importance Sampling for Model-Based Reinforcement Learning)},
      booktitle = {IEEE Signal Proc. and Communications Applications Conference},
      year = {2012},
      file = {:papers/sonmez_cemgil_siu2012.pdf:PDF;sonmez_cemgil_siu2012.pdf:papers/sonmez_cemgil_siu2012.pdf:PDF}
    }
    
  23. D. Basaran, A.T. Cemgil and E. Anarım, “Model Tabanlı Ses Dizisi Hizalanması (Model based audio sequence alignment),” in Signal Processing and Communications Applications (SIU), 2011 IEEE 19th Conference on, pp. 606 -609, april 2011. (in Turkish).
    [BibTeX] PDF

    @inproceedings{basaran-siu2011,
      author = {Basaran, D. and Cemgil, A.T. and Anarım, E.},
      title = {Model Tabanlı Ses Dizisi Hizalanması (Model based audio sequence alignment)},
      booktitle = {Signal Processing and Communications Applications (SIU), 2011 IEEE 19th Conference on},
      year = {2011},
      pages = {606 -609},
      note = {(in Turkish)},
      file = {:papers/basaran-cemgil-anarim-siu2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SIU.2011.5929723}
    }
    
  24. C. Demir, M. U. Dogan, A. T. Cemgil and M. Saraclar, “Konusma Tanıma icin NOMA ile Tek-Kanalda Konusma-Muzik Ayrstırma (Single-channel speech-music separation using NMF for automatic speech recognition),” in Signal Processing and Communications Applications (SIU), 2011 IEEE 19th Conference on, pp. 486 -489, april 2011. (in Turkish).
    [BibTeX] PDF PDF

    @inproceedings{demir-siu2011,
      author = {Demir, C. and Dogan, M. U. and Cemgil, A. T. and Saraclar, M.},
      title = {Konusma Tanıma icin NOMA ile Tek-Kanalda Konusma-Muzik Ayrstırma (Single-channel speech-music separation using NMF for automatic speech recognition)},
      booktitle = {Signal Processing and Communications Applications (SIU), 2011 IEEE 19th Conference on},
      year = {2011},
      pages = {486 -489},
      note = {(in Turkish)},
      file = {:papers/demir-etal-siu2011.pdf:PDF;demir-etal-siu2011.pdf:papers/demir-etal-siu2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SIU.2011.5929693}
    }
    
  25. O. Dikmen and A.T. Cemgil, “Gizli Degiskenler iceren Modellerde Skor Esleme (Score matching for models with latent variables),” in Signal Processing and Communications Applications (SIU), 2011 IEEE 19th Conference on, pp. 801 -804, april 2011. (in Turkish).
    [BibTeX] PDF PDF

    @inproceedings{dikmen-siu2011,
      author = {Dikmen, O. and Cemgil, A.T.},
      title = {Gizli Degiskenler iceren Modellerde Skor Esleme (Score matching for models with latent variables)},
      booktitle = {Signal Processing and Communications Applications (SIU), 2011 IEEE 19th Conference on},
      year = {2011},
      pages = {801 -804},
      note = {(in Turkish)},
      file = {:papers/dikmen-cemgil-siu2011.pdf:PDF;dikmen-cemgil-siu2011.pdf:papers/dikmen-cemgil-siu2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SIU.2011.5929772}
    }
    
  26. C. Keskin, A.T. Cemgil and L. Akarun, “Belirli Sure Modelleri ile Izole El Hareketi Tanıma (Explicit duration models for isolated hand gesture recognition),” in Signal Processing and Communications Applications (SIU), 2011 IEEE 19th Conference on, pp. 1169 -1172, april 2011. (in Turkish).
    [BibTeX] PDF PDF

    @inproceedings{keskin-siu2011,
      author = {Keskin, C. and Cemgil, A.T. and Akarun, L.},
      title = {Belirli Sure Modelleri ile  Izole El Hareketi Tanıma (Explicit duration models for isolated hand gesture recognition)},
      booktitle = {Signal Processing and Communications Applications (SIU), 2011 IEEE 19th Conference on},
      year = {2011},
      pages = {1169 -1172},
      note = {(in Turkish)},
      file = {:papers/keskin-cemgil-akarun-siu2011.pdf:PDF;keskin-cemgil-akarun-siu2011.pdf:papers/keskin-cemgil-akarun-siu2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SIU.2011.5929864}
    }
    
  27. B. Kurt and A.T. Cemgil, “Rastlantısal obek cizge modelleri icin Bayesci model secimi (Bayesian model selection of Stochastic Blockmodels for random graphs),” in Signal Processing and Communications Applications (SIU), 2011 IEEE 19th Conference on, pp. 1089 -1092, april 2011. (in Turkish).
    [BibTeX] PDF PDF

    @inproceedings{kurt-siu2011,
      author = {Kurt, B. and Cemgil, A.T.},
      title = {Rastlantısal obek cizge modelleri icin Bayesci model secimi (Bayesian model selection of Stochastic Blockmodels for random graphs)},
      booktitle = {Signal Processing and Communications Applications (SIU), 2011 IEEE 19th Conference on},
      year = {2011},
      pages = {1089 -1092},
      note = {(in Turkish)},
      file = {:papers/kurt-cemgil-siu2011.pdf:PDF;kurt-cemgil-siu2011.pdf:papers/kurt-cemgil-siu2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SIU.2011.5929844}
    }
    
  28. U. Simsekli, Y.C. Subakan and A.T. Cemgil, “Negatif Olmayan Evrisik Modeller icin Saklı Tensor Ayrısımı Cercevesi (A latent tensor factorization framework for non-negative convolutive models),” in Signal Processing and Communications Applications (SIU), 2011 IEEE 19th Conference on, pp. 762 -765, april 2011. (in Turkish).
    [BibTeX] PDF PDF

    @inproceedings{simsekli-siu2011,
      author = {Simsekli, U. and Subakan, Y.C. and Cemgil, A.T.},
      title = {Negatif Olmayan Evrisik Modeller icin Saklı Tensor Ayrısımı Cercevesi (A latent tensor factorization framework for non-negative convolutive models)},
      booktitle = {Signal Processing and Communications Applications (SIU), 2011 IEEE 19th Conference on},
      year = {2011},
      pages = {762 -765},
      note = {(in Turkish)},
      file = {:papers/simsekli-subakan-cemgil-siu2011.pdf:PDF;simsekli-subakan-cemgil-siu2011.pdf:papers/simsekli-subakan-cemgil-siu2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SIU.2011.5929762}
    }
    
  29. S. Yildirim and A.T. Cemgil, “Gauss Dogrusal Durum-Uzay Modellerinde ileri Dogru Duzlestirme ve Aninda Beklenti-En Buyutme Algoritmasi (Forward smoothing and online expectation-maximisation in Gaussian linear state-space models),” in Signal Processing and Communications Applications (SIU), 2011 IEEE 19th Conference on, pp. 530 -533, april 2011. (in Turkish).
    [BibTeX] PDF PDF

    @inproceedings{yildirim-siu2011,
      author = {Yildirim, S. and Cemgil, A.T.},
      title = {Gauss Dogrusal Durum-Uzay Modellerinde ileri Dogru Duzlestirme ve Aninda Beklenti-En Buyutme Algoritmasi (Forward smoothing and online expectation-maximisation in Gaussian linear state-space models)},
      booktitle = {Signal Processing and Communications Applications (SIU), 2011 IEEE 19th Conference on},
      year = {2011},
      pages = {530 -533},
      note = {(in Turkish)},
      file = {:papers/yildirim-cemgil-siu2011.pdf:PDF;yildirim-cemgil-siu2011.pdf:papers/yildirim-cemgil-siu2011.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SIU.2011.5929704}
    }
    
  30. O. Dikmen, A. T. Cemgil and L. Akarun, “Gamma Markov Random fields for audio source modelling,” in Proc. IEEE 17th Signal Processing and Communications Applications Conference SIU 2009, pp. 369-372, 2009. CPCI-S.
    [BibTeX] PDF PDF

    @inproceedings{Dikmen2009a,
      author = {Dikmen, O. and Cemgil, A. T. and Akarun, L.},
      title = {Gamma Markov Random fields for audio source modelling},
      booktitle = {Proc. IEEE 17th Signal Processing and Communications Applications Conference SIU 2009},
      year = {2009},
      pages = {369--372},
      note = {CPCI-S},
      file = {:papers/dikmen-cemgil-akarun-siu2009.pdf:PDF;dikmen-cemgil-akarun-siu2009.pdf:papers/dikmen-cemgil-akarun-siu2009.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SIU.2009.5136409}
    }
    
  31. A. T. Cemgil, “Variational Nonnegative Matrix Factorisation,” in Proc. IEEE 17th Signal Processing and Communications Applications Conference SIU 2009, pp. 680-683, 2009.
    [BibTeX] PDF PDF

    @inproceedings{Cemgil2009,
      author = {Cemgil, A. T. },
      title = {Variational Nonnegative Matrix Factorisation},
      booktitle = {Proc. IEEE 17th Signal Processing and Communications Applications Conference SIU 2009},
      year = {2009},
      pages = {680--683},
      file = {:papers/cemgil-siu2009.pdf:PDF;cemgil-siu2009.pdf:papers/cemgil-siu2009.pdf:PDF},
      doi = {http://dx.doi.org/10.1109/SIU.2009.5136487}
    }
    
  32. A.T Cemgil and F. Gürgen, “Classification of Musical Instrument Sounds using Artificial Neural Networks,” in Proceedings of SIU97, 1997.
    [BibTeX] PDF PDF

    @inproceedings{cemgil:siu97,
      author = {Cemgil, A.T and Gürgen, F.},
      title = {Classification of Musical Instrument Sounds using Artificial Neural Networks},
      booktitle = {Proceedings of SIU97},
      year = {1997},
      file = {:papers/netenga.ps:PDF;netenga.ps:papers/netenga.ps:PDF}
    }