| 2010 | Generation of Comprehensible Representations by Supposed Maximum Information. | Ryotaro Kamimura |
| 2010 | Faster Directions for Second Order SMO. | lvaro Barbero Jimnez, Jos R. Dorronsoro |
| 2010 | A Graph Based Framework for Clustering and Characterization of SOM. | Rakia Jaziri, Khalid Benabdeslem, Haytham Elghazel |
| 2010 | Incremental Learning Using Self-Organizing Neural Grove. | Hirotaka Inoue |
| 2010 | Solving Independent Component Analysis Contrast Functions with Particle Swarm Optimization. | Jorge Igual, Jehad I. Ababneh, Raul Llinares, Julio Mir-Borrs, Vicente Zarzoso |
| 2010 | Towards Better Receptor-Ligand Prioritization: How Machine Learning on Protein-Protein Interaction Data Can Provide Insight Into Receptor-Ligand Pairs. | Ernesto Iacucci, Yves Moreau |
| 2010 | Correcting Errors in Optical Data Transmission Using Neural Networks. | Stephen P. Hunt, Yi Sun, Alexander V. Shafarenko, Rod Adams, Neil Davey, Brendan Slater, Ranjeet S. Bhamber, Sonia K. Boscolo, Sergei K. Turitsyn |
| 2010 | Solution Space of Perceptron. | Jau-Chi Huang, Cheng-Yuan Liou |
| 2010 | Bayesian Joint Optimization for Topic Model and Clustering. | Tikara Hosino |
| 2010 | Measuring Adjective Spaces. | Timo Honkela, Tiina Lindh-Knuutila, Krista Lagus |
| 2010 | Simulating Biological-Inspired Spiking Neural Networks with OpenCL. | Jrn Hoffmann, Karim El-Laithy, Frank Gttler, Martin Bogdan |
| 2010 | Model of the Hippocampal Learning of Spatio-temporal Sequences. | Julien Hirel, Philippe Gaussier, Mathias Quoy |
| 2010 | An Incremental Probabilistic Neural Network for Regression and Reinforcement Learning Tasks. | Milton Roberto Heinen, Paulo Martins Engel |
| 2010 | Simple Constraints for Zero-Lag Synchronous Oscillations under STDP. | Florian Hauser, David Bouchain, Gnther Palm |
| 2010 | A Novel Tuning Method for Neural Oscillators with a Ladder-Like Structure Based on Oscillation Analysis. | Yuya Hattori, Michiyo Suzuki, Zu Soh, Yasuhiko Kobayashi, Toshio Tsuji |
| 2010 | From Conditioning of a Non Specific Sensor to Emotional Regulation of Behavior. | Cyril Hasson, Philippe Gaussier |
| 2010 | Visual Shape Recognition Neural Network Using BESOM Model. | Hiroaki Hasegawa, Masafumi Hagiwara |
| 2010 | On-Line Ensemble-Teacher Learning through a Perceptron Rule with a Margin. | Kazuyuki Hara, Katsuya Ono, Seiji Miyoshi |
| 2010 | An Alternative Approach to the Revision of Ordinal Conditional Functions in the Context of Multi-Valued Logic. | Klaus Hming, Gabriele Peters |
| 2010 | Semi-supervised Facial Expressions Annotation Using Co-Training with Fast Probabilistic Tri-Class SVMs. | Mohamed Farouk Abdel Hady, Martin Schels, Friedhelm Schwenker, Gnther Palm |
| 2010 | A Privacy-Preserving Distributed and Incremental Learning Method for Intrusion Detection. | Bertha Guijarro-Berdias, Santiago Fernndez-Lorenzo, Noelia Snchez-Maroo, Oscar Fontenla-Romero |
| 2010 | Multi-Dimensional Deep Memory Atari-Go Players for Parameter Exploring Policy Gradients. | Mandy Grttner, Frank Sehnke, Tom Schaul, Jrgen Schmidhuber |
| 2010 | How Do Attention, Intention, and Consciousness Interact? | Stephen Grossberg |
| 2010 | Computational Properties of Probabilistic Neural Networks. | Jir Grim, Jan Hora |
| 2010 | A Controlling Strategy for an Active Vision System Based on Auditory and Visual Cues. | Miranda Grahl, Frank Joublin, Franz Kummert |