| 2011 | Using very deep autoencoders for content-based image retrieval. | Alex Krizhevsky, Geoffrey E. Hinton |
| 2011 | A Neural Filter for Electrolocation in Weakly Electric Fish. | DaeEun Kim |
| 2011 | Stability of Neural Network Control for Uncertain Sampled-Data Systems. | Pornchai Khlaeo-om, Sasikanchana Yenaeng, Sunya Pasuk, Supachai Aroonpun, Sompun Aumpawan |
| 2011 | Generalized functional relevance learning vector quantization. | Marika Kstner, Barbara Hammer, Michael Biehl, Thomas Villmann |
| 2011 | Identification of sparse spatio-temporal features in Evoked Response Potentials. | Nisrine Jrad, Marco Congedo |
| 2011 | Increased robustness and intermittent dynamics in structured Reservoir Networks with feedback. | Sarah Jarvis, Stefan Rotter, Ulrich Egert |
| 2011 | Fast Data Mining with Sparse Chemical Graph Fingerprints by Estimating the Probability of Unique Patterns. | Georg Hinselmann, Lars Rosenbaum, Andreas Jahn, Andreas Zell |
| 2011 | Non-linearly increasing resampling in racing algorithms. | Verena Heidrich-Meisner, Christian Igel |
| 2011 | Abstract category learning. | Atsushi Hashimoto, Haruo Hosoya |
| 2011 | Ensemble Usage for More Reliable Policy Identification in Reinforcement Learning. | Alexander Hans, Steffen Udluft |
| 2011 | Sparsity Issues in Self-Organizing-Maps for Structures. | Markus Hagenbuchner, Giovanni Da San Martino, Ah Chung Tsoi, Alessandro Sperduti |
| 2011 | Application of stochastic recurrent reinforcement learning to index trading. | Denise Gorse |
| 2011 | Optimization of Parametrized Divergences in Fuzzy c-Means. | Tina Geweniger, Marika Kstner, Thomas Villmann |
| 2011 | A brief tutorial on reinforcement learning: The game of Chung Toi. | Christopher J. Gatti, Jonathan D. Linton, Mark J. Embrechts |
| 2011 | Exploiting vertices states in GraphESN by weighted nearest neighbor. | Claudio Gallicchio, Alessio Micheli |
| 2011 | Selecting from an infinite set of features in SVM. | Rmi Flamary, Florian Yger, Alain Rakotomamonjy |
| 2011 | Training RBMs based on the signs of the CD approximation of the log-likelihood derivatives. | Asja Fischer, Christian Igel |
| 2011 | Unsupervised feature selection for sparse data. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2011 | Multi-Goal Path Planning Using Self-Organizing Map with Navigation Functions. | Jan Faigl, Jan Mack |
| 2011 | Principal component analysis for unsupervised calibration of bio-inspired airflow array sensors. | Michiel Van Dyck, Herbert Peremans |
| 2011 | Visual place recognition using Bayesian filtering with Markov chains. | Mathieu Dubois, Herv Guillaume, Emmanuelle Frenoux, Philippe Tarroux |
| 2011 | Mutual information based feature selection for mixed data. | Gauthier Doquire, Michel Verleysen |
| 2011 | Mutual information for feature selection with missing data. | Gauthier Doquire, Michel Verleysen |
| 2011 | Fisherman learning algorithm of the SOM realized in the CMOS technology. | Rafal Dlugosz, Marta Kolasa, Witold Pedrycz |
| 2011 | Single-trial P300 detection with Kalman filtering and SVMs. | Lucie Daubigney, Olivier Pietquin |