| 2020 | ICMLA | Improving Fraud Detection and Concept Drift Adaptation in Credit Card Transactions Using Incremental Gradient Boosting Trees. | Baris Bayram, Bilge Kroglu, Mehmet Gnen |
| 2019 | ICML | A Multitask Multiple Kernel Learning Algorithm for Survival Analysis with Application to Cancer Biology. | Onur Dereli, Ceyda Oguz, Mehmet Gnen |
| 2018 | ACML | Structured Gaussian Processes with Twin Multiple Kernel Learning. | igdem Ak, nder Ergnl, Mehmet Gnen |
| 2016 | ECAI | AUC Maximization in Bayesian Hierarchical Models. | Mehmet Gnen |
| 2014 | AAAI | Kernelized Bayesian Transfer Learning. | Mehmet Gnen, Adam A. Margolin |
| 2014 | ECAI | Embedding Heterogeneous Data by Preserving Multiple Kernels. | Mehmet Gnen |
| 2014 | ECAI | Bayesian Multiview Dimensionality Reduction for Learning Predictive Subspaces. | Mehmet Gnen, Glefsan Bozkurt Gnen, Fikret S. Grgen |
| 2013 | ICML | Kernelized Bayesian Matrix Factorization. | Mehmet Gnen, Suleiman A. Khan, Samuel Kaski |
| 2013 | ICONIP | Predicting Emotional States of Images Using Bayesian Multiple Kernel Learning. | He Zhang, Mehmet Gnen, Zhirong Yang, Erkki Oja |
| 2013 | ICONIP | Affective Abstract Image Classification and Retrieval Using Multiple Kernel Learning. | He Zhang, Zhirong Yang, Mehmet Gnen, Markus Koskela, Jorma Laaksonen, Timo Honkela, Erkki Oja |
| 2012 | ECAI | A Bayesian Multiple Kernel Learning Framework for Single and Multiple Output Regression. | Mehmet Gnen |
| 2012 | ICML | Bayesian Efficient Multiple Kernel Learning. | Mehmet Gnen |
| 2012 | MICCAI | A Localized MKL Method for Brain Classification with Known Intra-class Variability. | Aydin Ulas, Mehmet Gnen, Umberto Castellani, Vittorio Murino, Marcella Bellani, Michele Tansella, Paolo Brambilla |
| 2012 | SDM | Bayesian Supervised Multilabel Learning with Coupled Embedding and Classification. | Mehmet Gnen |
| 2011 | ICONIP | Multitask Learning Using Regularized Multiple Kernel Learning. | Mehmet Gnen, Melih Kandemir, Samuel Kaski |
| 2010 | ICPR | Localized Multiple Kernel Regression. | Mehmet Gnen, Ethem Alpaydin |
| 2008 | ICML | Localized multiple kernel learning. | Mehmet Gnen, Ethem Alpaydin |