 | Mehmet Gönen Teaching Assistant Department of Computer Engineering Boğaziçi University 34342 Bebek, İstanbul, Turkey e-mail : gonen@boun.edu.tr phone : +90 212 359 7183 office : PILAB - ETA27 Find me from satellite |
Publications
M. Gönen and E. Alpaydın (2010) "Supervised Learning of Local Projection Kernels", Neurocomputing, Special Issue on Subspace Learning.- A. Özen, M. Gönen, E. Alpaydın, and T. Haliloğlu (2009) "Machine Learning Integration for Predicting the Effect of Single Amino Acid Substitutions on Protein Stability", BMC Structural Biology, 9:66.
M. Gönen and E. Alpaydın (2009) "Multiple Kernel Machines Using Localized Kernels", In Supplementary Proceedings of the 4th IAPR International Conference on Pattern Recognition in Bioinformatics (PRIB 2009), Sheffield, England.
M. Gönen and E. Alpaydın (2008) "Localized Multiple Kernel Learning", In Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008), Helsinki, Finland, 352-359.
M. Gönen, A. G. Tanuğur, and E. Alpaydın (2008) "Multiclass Posterior Probability Support Vector Machines", IEEE Transactions on Neural Networks, 19(1), 130-139.
Ü. Bilge, A. Polat, Y. Tunç, and M. Gönen (2005) "Real-time Shop Floor Control Implementations in BUFAIM Model Factory", In Proceedings of the 15th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM 2005), Bilbao, Spain, 383-390.
Research Interests
- Support Vector Machines
- Kernel Methods
- Simulation and Real-time Control of Flexible Manufacturing Systems
Education
- Ph.D. Computer Engineering - Boğaziçi University (2005-present)
- Thesis : Support Vector Machines and Kernel-Based Algorithms for Machine Learning
- Supervisor : Prof. Ethem Alpaydın
- M.Sc. Computer Engineering - Boğaziçi University (2003-2005)
- Thesis : BUILD.NET: A Graphical Application Generator for Object-Oriented Software and Sample Applications
- Supervisor : Prof. H. Levent Akın
- Co-supervisor : Prof. Ümit Bilge
- B.Sc. Industrial Engineering - Boğaziçi University (1998-2003)
- Senior Project : Design of a Distance-Based Computer Integrated Manufacturing Course
- Supervisor : Prof. Ümit Bilge
Assisted Courses
- CmpE150 Introduction to Computing (Summer'07, Spring'08, Spring'09)
- CmpE160 Introduction to Object Oriented Programming (Spring'07)
- CmpE210 Fundamentals of Object Oriented Programming (Spring'09)
- CmpE343 Introduction to Probability and Statistics for Computer Engineers (Fall'07, Fall'08)
- CmpE463 Data Mining (Spring'07)
- IE201 Intermediate Programming (Fall'04, Fall'05, Fall'06)
- IE312 Facilities Design and Planning (Spring'06)
- IE414 Computer Integrated Manufacturing System (Spring'04, Spring'06)
- IE486 Flexible Manufacturing (Fall'05)