| 2015 | A flat neural network architecture to represent movement primitives with integrated sequencing. | Andre Lemme, Jochen J. Steil |
| 2015 | Graphs in machine learning. An introduction. | Pierre Latouche, Fabrice Rossi |
| 2015 | Learning missing edges via kernels in partially-known graphs. | Senka Krivic, Sndor Szedmk, Hanchen Xiong, Justus H. Piater |
| 2015 | Supervised Manifold Learning with Incremental Stochastic Embeddings. | Oliver Kramer |
| 2015 | A simple technique for improving multi-class classification with neural networks. | Thomas Kopinski, Alexander Gepperth, Uwe Handmann |
| 2015 | Pareto Local Search for MOMDP Planning. | Chiel Kooijman, Maarten de Waard, Maarten Inja, Diederik M. Roijers, Shimon Whiteson |
| 2015 | Real-time activity recognition via deep learning of motion features. | Kishore Konda, Pramod Chandrashekhariah, Roland Memisevic, Jochen Triesch |
| 2015 | Assessment of feature saliency of MLP using analytic sensitivity. | Tommi Krkkinen |
| 2015 | Enhancing learning at work. How to combine theoretical and data-driven approaches, and multiple levels of data? | Virpi Kalakoski, Henriikka Ratilainen, Linda Drupsteen |
| 2015 | SMO Lattices for the Parallel Training of Support Vector Machines. | Markus Kchele, Gnther Palm, Friedhelm Schwenker |
| 2015 | A new genetic algorithm for multi-label correlation-based feature selection. | Suwimol Jungjit, Alex Alves Freitas |
| 2015 | Dynamic gesture recognition using Echo State Networks. | Doreen Jirak, Pablo V. A. Barros, Stefan Wermter |
| 2015 | Using self-organizing maps for regression: the importance of the output function. | Thomas Hecht, Mathieu Lefort, Alexander Gepperth |
| 2015 | Memory Transfer in DRASiW-like Systems. | Massimo De Gregorio, Maurizio Giordano |
| 2015 | Morisita-based feature selection for regression problems. | Jean Golay, Michael Leuenberger, Mikhail F. Kanevski |
| 2015 | Autoencoding time series for visualisation. | Nikolaos Gianniotis, Sven Dennis Kgler, Peter Tio, Kai Polsterer, Ranjeev Misra |
| 2015 | Resource-efficient Incremental learning in very high dimensions. | Alexander Gepperth, Mathieu Lefort, Thomas Hecht |
| 2015 | The use of RBF neural network to predict building's corners hygrothermal behavior. | Roberto Zanetti Freire, Gerson H. dos Santos, Leandro dos Santos Coelho, Viviana Cocco Mariani, Divani da S. Carvalho |
| 2015 | Certainty-based prototype insertion/deletion for classification with metric adaptation. | Lydia Fischer, Barbara Hammer, Heiko Wersing |
| 2015 | PCA-based algorithm for feature score measures ensemble construction. | Andrey Filchenkov, Vladislav Dolganov, Ivan Smetannikov |
| 2015 | Asynchronous decentralized convex optimization through short-term gradient averaging. | Jrme Fellus, David Picard, Philippe-Henri Gosselin |
| 2015 | An objective function for self-limiting neural plasticity rules. | Rodrigo Echeveste, Claudius Gros |
| 2015 | Multi-objective optimization perspectives on reinforcement learning algorithms using reward vectors. | Madalina M. Drugan |
| 2015 | Learning matrix quantization and variants of relevance learning. | Kristin Domaschke, Marika Kaden, Mandy Lange, Thomas Villmann |
| 2015 | Ensemble Learning with Dynamic Ordered Pruning for Regression. | Kaushala Dias, Terry Windeatt |