Mehmet Gonen

Research Assistant Professor

  • 2382 Citations
  • 14 h-Index
20082020

Research output per year

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Research Output

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Conference contribution
2019

A multitask multiple kernel learning algorithm for survival analysis with application to cancer biology

Dereli, O., Oǧuz, C. & Gönen, M., Jan 1 2019, 36th International Conference on Machine Learning, ICML 2019. International Machine Learning Society (IMLS), p. 2844-2853 10 p. (36th International Conference on Machine Learning, ICML 2019; vol. 2019-June).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2016

AUC Maximization in Bayesian hierarchical models

Gonen, M., 2016, Frontiers in Artificial Intelligence and Applications. IOS Press, Vol. 285. p. 21-27 7 p. (Frontiers in Artificial Intelligence and Applications; vol. 285).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2014

Bayesian multiview dimensionality reduction for learning predictive subspaces

Gönen, M., Gönen, G. B. & Gürgen, F., Jan 1 2014, ECAI 2014 - 21st European Conference on Artificial Intelligence, Including Prestigious Applications of Intelligent Systems, PAIS 2014, Proceedings. Schaub, T., Friedrich, G. & O'Sullivan, B. (eds.). IOS Press, p. 387-392 6 p. (Frontiers in Artificial Intelligence and Applications; vol. 263).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Embedding heterogeneous data by preserving multiple kernels

Gönen, M., Jan 1 2014, ECAI 2014 - 21st European Conference on Artificial Intelligence, Including Prestigious Applications of Intelligent Systems, PAIS 2014, Proceedings. Schaub, T., Friedrich, G. & O'Sullivan, B. (eds.). IOS Press, p. 381-386 6 p. (Frontiers in Artificial Intelligence and Applications; vol. 263).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Kernelized Bayesian transfer learning

Gönen, M. & Margolin, A. A., Jan 1 2014, Proceedings of the National Conference on Artificial Intelligence. AI Access Foundation, p. 1831-1839 9 p. (Proceedings of the National Conference on Artificial Intelligence; vol. 3).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

14 Scopus citations
2013

Affective abstract image classification and retrieval using multiple kernel learning

Zhang, H., Yang, Z., Gon̈en, M., Koskela, M., Laaksonen, J., Honkela, T. & Oja, E., Dec 1 2013, Neural Information Processing - 20th International Conference, ICONIP 2013, Proceedings. PART 3 ed. p. 166-175 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8228 LNCS, no. PART 3).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

9 Scopus citations

Predicting emotional states of images using Bayesian multiple kernel learning

Zhang, H., Gönen, M., Yang, Z. & Oja, E., Dec 1 2013, Neural Information Processing - 20th International Conference, ICONIP 2013, Proceedings. PART 3 ed. p. 274-282 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8228 LNCS, no. PART 3).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations
2012

A Bayesian multiple kernel learning framework for single and multiple output regression

Gönen, M., 2012, ECAI 2012 - 20th European Conference on Artificial Intelligence, 27-31 August 2012, Montpellier, France - Including Prestigious Applications of Artificial Intelligence (PAIS-2012) System Demonstration. IOS Press, p. 354-359 6 p. (Frontiers in Artificial Intelligence and Applications; vol. 242).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Scopus citations

A localized MKL method for brain classification with known intra-class variability

Ulaş, A., Gönen, M., Castellani, U., Murino, V., Bellani, M., Tansella, M. & Brambilla, P., Nov 30 2012, Machine Learning in Medical Imaging - Third International Workshop, MLMI 2012, Held in Conjunction with MICCAI 2012, Revised Selected Papers. p. 152-159 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7588 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Bayesian efficient multiple kernel learning

Gönen, M., Oct 10 2012, Proceedings of the 29th International Conference on Machine Learning, ICML 2012. p. 1-8 8 p. (Proceedings of the 29th International Conference on Machine Learning, ICML 2012; vol. 1).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

48 Scopus citations

Bayesian supervised multilabel learning with coupled embedding and classification

Gönen, M., 2012, Proceedings of the 12th SIAM International Conference on Data Mining, SDM 2012. Society for Industrial and Applied Mathematics Publications, p. 367-378 12 p. (Proceedings of the 12th SIAM International Conference on Data Mining, SDM 2012).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations
2011

Combining data sources nonlinearly for cell nucleus classification of renal cell carcinoma

Gönen, M., Ulaş, A., Schüffler, P., Castellani, U. & Murino, V., Oct 5 2011, Similarity-Based Pattern Recognition - First International Workshop, SIMBAD 2011, Proceedings. p. 250-260 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7005 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Multitask learning using regularized multiple kernel learning

Gönen, M., Kandemir, M. & Kaski, S., Nov 28 2011, Neural Information Processing - 18th International Conference, ICONIP 2011, Proceedings. PART 2 ed. p. 500-509 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7063 LNCS, no. PART 2).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations
2010

Localized multiple kernel regression

Gönen, M. & Alpaydin, E., Nov 18 2010, Proceedings - 2010 20th International Conference on Pattern Recognition, ICPR 2010. p. 1425-1428 4 p. 5597404. (Proceedings - International Conference on Pattern Recognition).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

22 Scopus citations
2008

Localized multiple kernel learning

Gönen, M. & Alpaydin, E., Jan 1 2008, Proceedings of the 25th International Conference on Machine Learning. Association for Computing Machinery (ACM), p. 352-359 8 p. (Proceedings of the 25th International Conference on Machine Learning).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

207 Scopus citations