| 2011 | 19th European Symposium on Artificial Neural Networks, ESANN 2011, Bruges, Belgium, April 27-29, 2011, Proceedings |
| 2011 | A Multi-kernel Framework for Inductive Semi-supervised Learning. Xilan Tian, Gilles Gasso, Stéphane Canu |
| 2011 | A Neural Filter for Electrolocation in Weakly Electric Fish. DaeEun Kim |
| 2011 | A Similarity Function with Local Feature Weighting for Structured Data. Rubén Suárez, Rocío García-Durán, Fernando Fernández |
| 2011 | A Spectral Based Clustering Algorithm for Categorical Data with Maximum Modularity. Lazhar Labiod, Younès Bennani |
| 2011 | A brief tutorial on reinforcement learning: The game of Chung Toi. Christopher J. Gatti, Jonathan D. Linton, Mark J. Embrechts |
| 2011 | A constraint-based approach to incorporate prior knowledge in causal models. Giorgos Borboudakis, Sofia Triantafilou, Vincenzo Lagani, Ioannis Tsamardinos |
| 2011 | A distributed learning algorithm based on two-layer artificial neural networks and genetic algorithms. Diego Peteiro-Barral, Bertha Guijarro-Berdiñas, Beatriz Pérez-Sánchez, Oscar Fontenla-Romero |
| 2011 | A post-processing strategy for SVM learning from unbalanced data. Haydemar Núñez, Luis González Abril, Cecilio Angulo |
| 2011 | A probabilistic approach to the visual exploration of G Protein-Coupled Receptor sequences. Alfredo Vellido, Martha Ivón Cárdenas, Iván Olier, Xavier Rovira, Jesús Giraldo |
| 2011 | A structure independent algorithm for causal discovery. Tom Claassen, Tom Heskes |
| 2011 | A supervised strategy for deep kernel machine. Florian Yger, Maxime Berar, Gilles Gasso, Alain Rakotomamonjy |
| 2011 | A unified approach to estimation and control of the False Discovery Rate in Bayesian network skeleton identification. Angelos P. Armen, Ioannis Tsamardinos |
| 2011 | Abstract category learning. Atsushi Hashimoto, Haruo Hosoya |
| 2011 | Adaptive Kernel Smoothing Regression for Spatio-Temporal Environmental Datasets. Federico Montesino-Pouzols, Amaury Lendasse |
| 2011 | An Introduction to Deep Learning. Ludovic Arnold, Sébastien Rebecchi, Sylvain Chevallier, Hélène Paugam-Moisy |
| 2011 | Analysis of a Reinforcement Learning algorithm using Self-Organizing Maps. Vicente Buendia-Ramon, Emilio Soria-Olivas, José David Martín-Guerrero, Pablo Escandell-Montero, José M. Martínez-Villena |
| 2011 | Anticipating Rewards in Continuous Time and Space with Echo State Networks and Actor-Critic Design. Mohamed Oubbati |
| 2011 | Application of stochastic recurrent reinforcement learning to index trading. Denise Gorse |
| 2011 | Approaches for Automatic Speaker Recognition in a Binaural Humanoid Context. Karim Youssef, Bastien Breteau, Sylvain Argentieri, Jean-Luc Zarader, Zefeng Wang |
| 2011 | Automatic Enhancement of Correspondence Detection in an Object Tracking System. Denis Schulze, Sven Wachsmuth, Katharina J. Rohlfing |
| 2011 | Causal relevance learning for robust classification under interventions. Ernest Mwebaze, John A. Quinn, Michael Biehl |
| 2011 | Class-Specific Feature Selection for One-Against-All Multiclass SVMs. Gaël de Lannoy, Damien François, Michel Verleysen |
| 2011 | Classifying mental states with machine learning algorithms using alpha activity decline. Carina Walter, Gabriele Cierniak, Peter Gerjets, Wolfgang Rosenstiel, Martin Bogdan |
| 2011 | Clustering data streams with weightless neural networks. Douglas de O. Cardoso, Priscila M. V. Lima, Massimo De Gregorio, João Gama, Felipe M. G. França |
| 2011 | Communication Challenges in Cloud K-means. Fabrice Rossi, Matthieu Durut |
| 2011 | Comparison of the Complex Valued and Real Valued Neural Networks Trained with Gradient Descent and Random Search Algorithms. Hans-Georg Zimmermann, Alexey Minin, Victoria Kusherbaeva |
| 2011 | D-VisionDraughts: a draughts player neural network that learns by reinforcement in a high performance environment. Ayres Roberto Araújo Barcelos, Rita Maria da Silva Julia, Rivalino Matias Júnior |
| 2011 | Effects of sparseness and randomness of pairwise distance matrix on t-SNE results. Eli Parviainen |
| 2011 | Ensemble Usage for More Reliable Policy Identification in Reinforcement Learning. Alexander Hans, Steffen Udluft |
| 2011 | Exploiting vertices states in GraphESN by weighted nearest neighbor. Claudio Gallicchio, Alessio Micheli |
| 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 | Fisherman learning algorithm of the SOM realized in the CMOS technology. Rafal Dlugosz, Marta Kolasa, Witold Pedrycz |
| 2011 | General bound of overfitting for MLP regression models. Joseph Rynkiewicz |
| 2011 | Generalized functional relevance learning vector quantization. Marika Kästner, Barbara Hammer, Michael Biehl, Thomas Villmann |
| 2011 | Growing Hierarchical Sectors on Sectors. José M. Martínez-Villena, Pablo Escandell-Montero, Emilio Soria-Olivas, José David Martín-Guerrero, Juan Gómez, Joan Vila-Francés |
| 2011 | Hierarchical clustering for graph visualization. Stéphan Clémençon, Héctor de Arazoza, Fabrice Rossi, Viet-Chi Tran |
| 2011 | Hybrid HMM and HCRF model for sequence classification. Yann Soullard, Thierry Artières |
| 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 | Inferring the causal decomposition under the presence of deterministic relations. Jan Lemeire, Stijn Meganck, Francesco Cartella, Tingting Liu, Alexander R. Statnikov |
| 2011 | Information theory related learning. Thomas Villmann, José C. Príncipe, Andrzej Cichocki |
| 2011 | Iterative multi-task sequence labeling for predicting structural properties of proteins. Francis Maes, Julien Becker, Louis Wehenkel |
| 2011 | Learning of causal relations. John A. Quinn, Joris M. Mooij, Tom Heskes, Michael Biehl |
| 2011 | Locating Anomalies Using Bayesian Factorizations and Masks. Li Yao, Amaury Lendasse, Francesco Corona |
| 2011 | Mathematical Foundations of the Self Organized Neighbor Embedding (SONE) for Dimension Reduction and Visualization. Kerstin Bunte, Frank-Michael Schleif, Sven Haase, Thomas Villmann |
| 2011 | Maximal Discrepancy vs. Rademacher Complexity for error estimation. Davide Anguita, Alessandro Ghio, Luca Oneto, Sandro Ridella |
| 2011 | Multi-Goal Path Planning Using Self-Organizing Map with Navigation Functions. Jan Faigl, Jan Macák |
| 2011 | Multi-class classification in the presence of labelling errors. Jakramate Bootkrajang, Ata Kabán |
| 2011 | Multispectral image characterization by partial generalized covariance. Marc Strickert, Björn Labitzke, Andreas Kolb, Thomas Villmann |
| 2011 | Multivariate class labeling in Robust Soft LVQ. Petra Schneider, Tina Geweniger, Frank-Michael Schleif, Michael Biehl, Thomas Villmann |
| 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 | Nearest neighbors and correlation dimension for dimensionality estimation. Application to factor analysis of real biological time series data. Jérôme Lapuyade-Lahorgue, Ali Mohammad-Djafari |
| 2011 | Negatively Correlated Echo State Networks. Ali Rodan, Peter Tiño |
| 2011 | New conditioning model for robots. Jean Marc Salotti |
| 2011 | Non-linearly increasing resampling in racing algorithms. Verena Heidrich-Meisner, Christian Igel |
| 2011 | Optimization of Parametrized Divergences in Fuzzy c-Means. Tina Geweniger, Marika Kästner, Thomas Villmann |
| 2011 | Patch Affinity Propagation. Xibin Zhu, Barbara Hammer |
| 2011 | Principal component analysis for unsupervised calibration of bio-inspired airflow array sensors. Michiel Van Dyck, Herbert Peremans |
| 2011 | Probabilistic Fisher discriminant analysis. Charles Bouveyron, Camille Brunet |
| 2011 | Recent trends in computational intelligence in life sciences. Udo Seiffert, Frank-Michael Schleif, Dietlind Zühlke |
| 2011 | Reservoir regularization stabilizes learning of Echo State Networks with output feedback. René Felix Reinhart, Jochen J. Steil |
| 2011 | SO-VAT: Self-Organizing Visual Assessment of cluster Tendency for large data sets. Enrique Pelayo, Carlos Orrite-Uruñuela, J. David Buldain Pérez |
| 2011 | Seeing is believing: The importance of visualization in real-world machine learning applications. Alfredo Vellido, José David Martín-Guerrero, Fabrice Rossi, Paulo J. G. Lisboa |
| 2011 | Selecting from an infinite set of features in SVM. Rémi Flamary, Florian Yger, Alain Rakotomamonjy |
| 2011 | Single-trial P300 detection with Kalman filtering and SVMs. Lucie Daubigney, Olivier Pietquin |
| 2011 | Sparse LS-SVMs with L0 - norm minimization. Jorge López Lázaro, Kris De Brabanter, José R. Dorronsoro, Johan A. K. Suykens |
| 2011 | Sparsity Issues in Self-Organizing-Maps for Structures. Markus Hagenbuchner, Giovanni Da San Martino, Ah Chung Tsoi, Alessandro Sperduti |
| 2011 | Stability of Neural Network Control for Uncertain Sampled-Data Systems. Pornchai Khlaeo-om, Sasikanchana Yenaeng, Sunya Pasuk, Supachai Aroonpun, Sompun Aumpawan |
| 2011 | Statistical dependence measure for feature selection in microarray datasets. Verónica Bolón-Canedo, Sohan Seth, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, José C. Príncipe |
| 2011 | Statistical properties of the 'Hopfield estimator' of dynamical systems. Miguel A. Atencia Ruiz, Gonzalo Joya Caparrós |
| 2011 | Supervised dimension reduction mappings. Kerstin Bunte, Michael Biehl, Barbara Hammer |
| 2011 | Symbolic computing of LS-SVM based models. Siamak Mehrkanoon, Li Jiang, Carlos Alzate, Johan A. K. Suykens |
| 2011 | The role of Fisher information in primary data space for neighbourhood mapping. Héctor Ruiz, Ian H. Jarman, José David Martín-Guerrero, Paulo J. G. Lisboa |
| 2011 | Thresholds tuning of a neuro-symbolic net controlling a behavior-based robotic system. Mariacarla Staffa, Silvia Rossi, Massimo De Gregorio, Ernesto Burattini |
| 2011 | Time Experiencing by Robotic Agents. Michail Maniadakis, Marc Wittmann, Panos E. Trahanias |
| 2011 | Training RBMs based on the signs of the CD approximation of the log-likelihood derivatives. Asja Fischer, Christian Igel |
| 2011 | Training of multiple classifier systems utilizing partially labeled sequential data sets. Martin Schels, Patrick Schillinger, Friedhelm Schwenker |
| 2011 | Unsupervised feature selection for sparse data. Artur J. Ferreira, Mário A. T. Figueiredo |
| 2011 | Using very deep autoencoders for content-based image retrieval. Alex Krizhevsky, Geoffrey E. Hinton |
| 2011 | Visual place recognition using Bayesian filtering with Markov chains. Mathieu Dubois, Hervé Guillaume, Emmanuelle Frenoux, Philippe Tarroux |