| 2012 | PSO for Reservoir Computing Optimization. | Anderson Tenrio Sergio, Teresa Bernarda Ludermir |
| 2012 | A Multivariate Approach to Estimate Complexity of FMRI Time Series. | Henry Schtze, Thomas Martinetz, Silke Anders, Amir Madany Mamlouk |
| 2012 | Learning Two-Layer Contractive Encodings. | Hannes Schulz, Sven Behnke |
| 2012 | Constructing Robust Liquid State Machines to Process Highly Variable Data Streams. | Stefan Schliebs, Maurizio Fiasch, Nikola K. Kasabov |
| 2012 | Learning Relevant Time Points for Time-Series Data in the Life Sciences. | Frank-Michael Schleif, Bassam Mokbel, Andrej Gisbrecht, Leslie Theunissen, Volker Drr, Barbara Hammer |
| 2012 | Variable-Sized Kohonen Feature Map Probabilistic Associative Memory. | Hiroki Sato, Yuko Osana |
| 2012 | Elastic Graph Matching on Gabor Feature Representation at Low Image Resolution. | Yasuomi D. Sato, Yasutaka Kuriya |
| 2012 | Bi-objective Genetic Algorithm for Feature Selection in Ensemble Systems. | Laura Emmanuella A. Santana, Anne M. P. Canuto |
| 2012 | Biologically Plausible Multi-dimensional Reinforcement Learning in Neural Networks. | Jaldert O. Rombouts, Arjen van Ooyen, Pieter R. Roelfsema, Sander M. Boht |
| 2012 | Multilayer Perceptron for Label Ranking. | Geraldina Ribeiro, Wouter Duivesteijn, Carlos Soares, Arno J. Knobbe |
| 2012 | Dual Support Vector Domain Description for Imbalanced Classification. | Felipe Ramrez, Hctor Allende |
| 2012 | Hybrid Bilinear and Trilinear Models for Exploratory Analysis of Three-Way Poisson Counts. | Juha Raitio, Tapani Raiko, Timo Honkela |
| 2012 | Liquid Computing in a Simplified Model of Cortical Layer IV: Learning to Balance a Ball. | Dimitri Probst, Wolfgang Maass, Henry Markram, Marc-Oliver Gewaltig |
| 2012 | Understanding the Role of Serotonin in Basal Ganglia through a Unified Model. | Pragathi Priyadharsini Balasubramani, Balaraman Ravindran, V. Srinivasa Chakravarthy |
| 2012 | A Dynamic Binding Mechanism for Retrieving and Unifying Complex Predicate-Logic Knowledge. | Gadi Pinkas, Priscila M. V. Lima, Shimon Cohen |
| 2012 | Using Weighted Clustering and Symbolic Data to Evaluate Institutes's Scientific Production. | Bruno Almeida Pimentel, Jarley Palmeira Nbrega, Renata M. C. R. de Souza |
| 2012 | Artificial Neural Networks and Data Compression Statistics for the Discrimination of Cultured Neuronal Activity. | Andrs Prez-Uribe, Hctor F. Satizbal |
| 2012 | Diffusion Maps and Local Models for Wind Power Prediction. | ngela Fernndez Pascual, Carlos M. Alaz, Ana Ma Gonzlez Marcos, Julia Daz Garca, Jos R. Dorronsoro |
| 2012 | Random Subspace Method and Genetic Algorithm Applied to a LS-SVM Ensemble. | Carlos Alberto de Arajo Padilha, Adrio Duarte Dria Neto, Jorge Dantas de Melo |
| 2012 | Rademacher Complexity and Structural Risk Minimization: An Application to Human Gene Expression Datasets. | Luca Oneto, Davide Anguita, Alessandro Ghio, Sandro Ridella |
| 2012 | A Modified Artificial Fish Swarm Algorithm for the Optimization of Extreme Learning Machines. | Joo Fausto Lorenzato de Oliveira, Teresa Bernarda Ludermir |
| 2012 | Effects of Architecture Choices on Sparse Coding in Speech Recognition. | Fionntn O'Donnell, Fabian Triefenbach, Jean-Pierre Martens, Benjamin Schrauwen |
| 2012 | Erratum: Robust Training of Feedforward Neural Networks Using Combined Online/Batch Quasi-Newton Techniques. | |
| 2012 | Robust Training of Feedforward Neural Networks Using Combined Online/Batch Quasi-Newton Techniques. | |
| 2012 | The Spherical Hidden Markov Self Organizing Map for Learning Time Series Data. | Gen Niina, Hiroshi Dozono |