PUBLICATIONS [bib]
Journal Papers
- Manuele Bicego, Aydın Ulaş, Umberto Castellani, Alessandro Perina, Vittorio Murino, André F. T. Martins, Pedro M. Q. Aguiar, Mário A. T. Figueiredo
Combining Information Theoretic Kernels with Generative Embeddings for Classification,
Neurocomputing, Vol. 101, pp:161-169, 2013.
DOI:10.1016/j.neucom.2012.08.014
- Aydın Ulaş, Olcay Taner Yıldız, Ethem Alpaydın
Eigenclassifiers for Combining Correlated Classifiers,
Information Sciences, Vol. 187, pp:109-120, 2012.
DOI:10.1016/j.ins.2011.10.024
- Aydın Ulaş, Olcay Taner Yıldız, Ethem Alpaydın
Cost-Conscious Comparison of Supervised Learning Algorithms over Multiple Data Sets,
Pattern Recognition, Vol. 45, No. 4, pp:1772-1781, 2012
DOI:10.1016/j.patcog.2011.10.005
- Aydın Ulaş, Robert P. W. Duin, Umberto Castellani, Marco Loog, Manuele Bicego, Vittorio Murino, Marcella Bellani, Stefania Cerruti, Michele Tansella, Paolo Brambilla
Dissimilarity-based Detection of Schizophrenia,
International Journal of Imaging Systems and Technology, Vol. 21, No. 2, pp:179-192, 2011.
DOI:10.1002/ima.20279
- Aydın Ulaş, Murat Semerci, Olcay Taner Yıldız, Ethem Alpaydın
Incremental Construction of Classifier and Discriminant Ensembles,
Information Sciences, Vol. 179, No. 9, pp:1298-1318, 2009.
DOI:10.1016/j.ins.2008.12.024
- Berk Gökberk, Helin Dutağacı, Aydın Ulaş, Lale Akarun, Bülent Sankur
Representation Plurality and Decision Level Fusion for 3D Face Recognition,
IEEE Transactions on Systems, Man, and Cybernetics--Part B: Cybernetics, Vol. 38, No. 1, pp:155-173, 2008.
DOI:10.1109/TSMCB.2007.908865
International Conference and Workshop Proceedings
- Marco San Biagio, Aydın Ulaş, Marco Crocco, Marco Cristani, Umberto Castellani, Vittorio Murino
A Multiple Kernel Learning Approach to Multi-Modal Pedestrian Classification,
International Conference on Pattern Recognition (ICPR 2012), November 11-15, 2012, Tsukaba, Japan.
- Aydın Ulaş, Mehmet Gönen, Umberto Castellani, Vittorio Murino, Marcella Bellani, Michele Tansella, Paolo Brambilla
A Localized MKL method for brain classification with known intra-class variability,
International Workshop on Machine Learning in Medical Imaging (MLMI 2012), LNCS Vol: 7588, pp: 152-159, October 1, 2012, Nice, France.
- Aydın Ulaş, Umberto Castellani, Vittorio Murino, Marcella Bellani, Michele Tansella, Paolo Brambilla
Biomarker evaluation by Multiple Kernel Learning for Schizophrenia detection,
International Workshop on Pattern Recognition in Neuroimaging (PRNI 2012), pp:89-92, July 2-4, 2012, London, UK.
DOI:10.1109/PRNI.2012.12
- Manuele Bicego, Aydın Ulaş, Peter Schüffler, Umberto Castellani, Pasquale Mirtuono, Vittorio Murino, André F. T. Martins, Pedro M. Q. Aguiar, Mário A. T. Figueiredo,
Renal Cancer Cell Classification Using Generative Embeddings and Information Theoretic Kernels,
PRIB 2011, LNBI Vol: 7036, pp: 75-86, November 2-4, Delft, The Netherlands.
DOI:10.1007/978-3-642-24855-9_7
- Aydın Ulaş, Umberto Castellani, Vittorio Murino, Marcella Bellani, Michele Tansella, Paolo Brambilla,
Heat Diffusion Based Dissimilarity Analysis for Schizophrenia Classification,
PRIB 2011, LNBI Vol: 7036, pp: 306-317, November 2-4, Delft, The Netherlands.
DOI:10.1007/978-3-642-24855-9_27
- Umberto Castellani, Aydın Ulaş, Vittorio Murino, Marcella Bellani, Michele Tansella, Paolo Brambilla,
Selecting scales by Multiple Kernel Learning for shape diffusion analysis,
MICCAI 2011, Workshop on Mathematical Foundations of Computational Anatomy, pp:148-158, September 18-22, Toronto, Canada.
- Aydın Ulaş, Umberto Castellani, Pasquale Mirtuono, Manuele Bicego, Vittorio Murino, Stefania Cerruti, Marcella Bellani, Manfredo Atzori, Gianluca Rambaldelli, Michele Tansella, Paolo Brambilla,
Multimodal Schizophrenia Detection by Multiclassification Analysis,
CIARP 2011, LNCS Vol: 7042, pp: 491-498, November 15-18, Pucón, Chile
DOI:10.1007/978-3-642-25085-9_58
- Mehmet Gönen, Aydın Ulaş, Peter Schüffler, Umberto Castellani, Vittorio Murino,
Combining Data Sources Nonlinearly for Cell Nucleus Classification of Renal Cell Carcinoma,
1st International Workshop on Similarity-Based Pattern Analysis, 2011, LNCS Vol: 7005, pp: 250-260, September 28-30, Venice, Italy.
DOI:10.1007/978-3-642-24471-1_18
- Aydın Ulaş, Peter Schüffler, Manuele Bicego, Umberto Castellani, Vittorio Murino,
Hybrid Generative-Discriminative Nucleus Classification of Renal Cell Carcinoma,
1st International Workshop on Similarity-Based Pattern Analysis, 2011, LNCS Vol: 7005, pp:77-88, September 28-30, Venice, Italy.
DOI:10.1007/978-3-642-24471-1_6
- Peter Schüffler, Aydın Ulaş, Umberto Castellani, Vittorio Murino,
A Multiple Kernel Learning Algorithm for Cell Nucleus Classification of Renal Cell Carcinoma,
ICIAP 2011, LNCS Vol: 6978, pp:413-422, September 14-16, Ravenna, Italy.
DOI:10.1007/978-3-642-24085-0_43
- Aydın Ulaş, Robert P. W. Duin, Umberto Castellani, Marco Loog, Manuele Bicego, Vittorio Murino, Marcella Bellani, Stefania Cerruti, Michele Tansella, Paolo Brambilla
Dissimilarity-based Detection of Schizophrenia,
ICPR workshop on "Brain Decoding: Pattern Recognition Challenges in FMRI Neuroimaging", pp: 32-35, August 22, 2010, Istanbul, Turkey.
DOI:10.1109/WBD.2010.10
- Aydın Ulaş, Olcay Taner Yıldız
An Incremental Model Selection Algorithm Based on Cross-Validation for Finding
the Architecture of a Hidden Markov Model on Hand Gesture Data Sets,
ICMLA 2009, pp: 170-177, December 13-15, Miami, Florida, USA.
DOI:10.1109/ICMLA.2009.91
National Conferences, Thesis and Technical Reports
- Robert P. W. Duin, Aydın Ulaş, Elzbieta Pekalska, Vittorio Murino, Paolo Brambilla
The Verona MRI brain images, a first analysis of the dissimilarities,
SIMBAD project, Technical Report n. 2010_22, April 2010.
- PhD Thesis: Incremental Construction of Cost-Conscious Ensembles Using Multiple Learners and Representations in Machine Learning,
Department of Computer Engineering, İstanbul, Turkey, 2008. Advisor: Prof. Ethem Alpaydın.
- Aydın Ulaş, Ethem Alpaydın, Nasuhi Sönmez, Ataman Kalkan
Market Basket Analysis for Data Mining,
Bilişim 2001, September 04-07, İstanbul, Turkey.
- MS Thesis: Market Basket Analysis for Data Mining,
Department of Computer Engineering, İstanbul, Turkey, 2001. Advisor: Prof. Ethem Alpaydın.
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