| 2011 | Extracting Coactivated Features from Multiple Data Sets. | Michael Gutmann, Aapo Hyvrinen |
| 2011 | Learning from Multiple Annotators with Gaussian Processes. | Perry Groot, Adriana Birlutiu, Tom Heskes |
| 2011 | Bounds for Approximate Solutions of Fredholm Integral Equations Using Kernel Networks. | Giorgio Gnecco, Vera Kurkov, Marcello Sanguineti |
| 2011 | A Markov Random Field Approach to Neural Encoding and Decoding. | Marcel van Gerven, Eric Maris, Tom Heskes |
| 2011 | A Dynamic Field Model of Ordinal and Timing Properties of Sequential Events. | Flora J. Ferreira, Wolfram Erlhagen, Estela Bicho |
| 2011 | ℓ | Siamac Fazli, Mrton Danczy, Jrg Schelldorfer, Klaus-Robert Mller |
| 2011 | Self-Organizing Map for the Multi-Goal Path Planning with Polygonal Goals. | Jan Faigl, Libor Preucil |
| 2011 | Recursive Multi-Way PLS for Adaptive Calibration of Brain Computer Interface System. | Andrey Eliseyev, Alim-Louis Benabid, Tatyana I. Aksenova |
| 2011 | On the Capacity of Transient Internal States in Liquid-State Machines. | Karim El-Laithy, Martin Bogdan |
| 2011 | A Hypothetical Free Synaptic Energy Function and Related States of Synchrony. | Karim El-Laithy, Martin Bogdan |
| 2011 | The Authentication System for Multi-modal Behavior Biometrics Using Concurrent Pareto Learning SOM. | Hiroshi Dozono, Shinsuke Ito, Masanori Nakakuni |
| 2011 | On the Designing of Spikes Band-Pass Filters for FPGA. | Manuel Domnguez-Morales, Angel Jimnez-Fernandez, Elena Cerezuela-Escudero, Rafael Paz-Vicente, Alejandro Linares-Barranco, Gabriel Jimnez |
| 2011 | Application of Nonlinear Neural Network Model for Self Sensing Characteristic in an Ionic Polymer Metal Composite (IPMC) Actuator. | Ngoc Chi Nam Doan, Kyoung Kwan Ahn, Dinh Quang Truong, Jong Il Yoon |
| 2011 | Bias of Importance Measures for Multi-valued Attributes and Solutions. | Houtao Deng, George C. Runger, Eugene Tuv |
| 2011 | High-Dimensional Surveillance. | Saylisse Dvila, George C. Runger, Eugene Tuv |
| 2011 | Image Receptive Fields Neural Networks for Object Recognition. | Pamla Daum, Jean-Luc Buessler, Jean-Philippe Urban |
| 2011 | The Grouped Author-Topic Model for Unsupervised Entity Resolution. | Andrew M. Dai, Amos J. Storkey |
| 2011 | Slow Feature Analysis - A Tool for Extraction of Discriminating Event-Related Potentials in Brain-Computer Interfaces. | Sven Dhne, Johannes Hhne, Martijn Schreuder, Michael Tangermann |
| 2011 | Neuronal Projections Can Be Sharpened by a Biologically Plausible Learning Mechanism. | Matthew Cook, Florian Jug, Christoph Krautz |
| 2011 | Top-Down Induction of Reduced Ordered Decision Diagrams from Neural Networks. | Jan Chorowski, Jacek M. Zurada |
| 2011 | Improved Learning of Gaussian-Bernoulli Restricted Boltzmann Machines. | KyungHyun Cho, Alexander Ilin, Tapani Raiko |
| 2011 | Adaptive Routing Strategies for Large Scale Spiking Neural Network Hardware Implementations. | Snaider Carrillo, Jim Harkin, Liam McDaid, Sandeep Pande, Seamus Cawley, Fearghal Morgan |
| 2011 | SNPboost: Interaction Analysis and Risk Prediction on GWA Data. | Ingrid Brnne, Jeanette Erdmann, Amir Madany Mamlouk |
| 2011 | Optimizing Linear Discriminant Error Correcting Output Codes Using Particle Swarm Optimization. | Dimitrios Bouzas, Nikolaos Arvanitopoulos, Anastasios Tefas |
| 2011 | A Framework for Application-Oriented Design of Large-Scale Neural Networks. | David Bouchain, Florian Hauser, Gnther Palm |