| 2011 | Singular Perturbation Approach with Matsuoka Oscillator and Synchronization Phenomena. | Yasuomi D. Sato, Kazuki Nakada, Kiyotoshi Matsuoka |
| 2011 | Linear Operators and Stochastic Partial Differential Equations in Gaussian Process Regression. | Simo Srkk |
| 2011 | Learning Curves for Gaussian Processes via Numerical Cubature Integration. | Simo Srkk |
| 2011 | Using the Leader Algorithm with Support Vector Machines for Large Data Sets. | Enrique Romero |
| 2011 | ANGE - Automatic Neural Generator. | Leonardo Reis, Luis Aguiar, Daro Baptista, Fernando Morgado Dias |
| 2011 | State Prediction: A Constructive Method to Program Recurrent Neural Networks. | Ren Felix Reinhart, Jochen Jakob Steil |
| 2011 | A Hierarchical Generative Model of Recurrent Object-Based Attention in the Visual Cortex. | David P. Reichert, Peggy Seris, Amos J. Storkey |
| 2011 | Improving Articulatory Feature and Phoneme Recognition Using Multitask Learning. | Ramya Rasipuram, Mathew Magimai-Doss |
| 2011 | Visual Pathways for Shape Abstraction. | Konstantinos Raftopoulos, Stefanos D. Kollias |
| 2011 | Hermite Polynomials and Measures of Non-gaussianity. | Jouni Puuronen, Aapo Hyvrinen |
| 2011 | Semi-supervised Learning for WLAN Positioning. | Teemu Pulkkinen, Teemu Roos, Petri Myllymki |
| 2011 | Uncertainty Sampling-Based Active Selection of Datasetoids for Meta-learning. | Ricardo Bastos Cavalcante Prudncio, Carlos Soares, Teresa Bernarda Ludermir |
| 2011 | A Comparison of the Electric Potential through the Membranes of Ganglion Neurons and Neuroblastoma Cells. | Thiago M. Pinto, Roseli Suzi Wedemann, Clia Cortez |
| 2011 | A Distributed Behavioral Model Using Neural Fields. | Mohamed Oubbati, Josef Frick, Gnther Palm |
| 2011 | Topic-Dependent Document Ranking: Citation Network Analysis by Analogy to Memory Retrieval in the Brain. | Hiroshi Okamoto |
| 2011 | Time-Dependent Series Variance Estimation via Recurrent Neural Networks. | Nikolay I. Nikolaev, Peter Tio, Evgueni N. Smirnov |
| 2011 | Batch Intrinsic Plasticity for Extreme Learning Machines. | Klaus Neumann, Jochen J. Steil |
| 2011 | An Empirical Study on the Performance of Spectral Manifold Learning Techniques. | Peter Mysling, Sren Hauberg, Kim Steenstrup Pedersen |
| 2011 | A Geometric Bio-inspired Model for Recognition of Low-Level Structures. | Eduardo Ulises Moya-Snchez, Eduardo Vzquez-Santacruz |
| 2011 | Optimal Control Using Functional Type SIRMs Fuzzy Reasoning Method. | Takashi Mitsuishi, Yasunari Shidama |
| 2011 | Speech Recognition Based on the Processing Solutions of Auditory Cortex. | Patrick J. C. May, Hannu Tiitinen |
| 2011 | Stacked Convolutional Auto-Encoders for Hierarchical Feature Extraction. | Jonathan Masci, Ueli Meier, Dan C. Ciresan, Jrgen Schmidhuber |
| 2011 | Learning Scheme for Complex Neural Networks Using Simultaneous Perturbation. | Yutaka Maeda, Takahiro Yamada, Seiji Miyoshi, Hiroomi Hikawa |
| 2011 | A One-Layer Dual Recurrent Neural Network with a Heaviside Step Activation Function for Linear Programming with Its Linear Assignment Application. | Qingshan Liu, Jun Wang |
| 2011 | Unlearning in the BCM Learning Rule for Plastic Self-organization in a Multi-modal Architecture. | Mathieu Lefort, Yann Boniface, Bernard Girau |