| 2007 | Immediate Reward Reinforcement Learning for Projective Kernel Methods. | Colin Fyfe, Pei Ling Lai |
| 2007 | Replacing eligibility trace for action-value learning with function approximation. | Kary Frmling |
| 2007 | RNN-based Learning of Compact Maps for Efficient Robot Localization. | Alexander Frster, Alex Graves, Jrgen Schmidhuber |
| 2007 | Bat echolocation modelling using spike kernels with Support Vector Regression. | Bertrand Fontaine, Herbert Peremans, Benjamin Schrauwen |
| 2007 | Systematicity in sentence processing with a recursive self-organizing neural network. | Igor Farkas, Matthew W. Crocker |
| 2007 | A first attempt of reservoir pruning for classification problems. | Xavier Dutoit, Hendrik Van Brussel, Marnix Nuttin |
| 2007 | Tracking fast changing non-stationary distributions with a topologically adaptive neural network: application to video tracking. | Georges Adrian Drumea, Herv Frezza-Buet |
| 2007 | A hierarchical model for syllable recognition. | Xavier Domont, Martin Heckmann, Heiko Wersing, Frank Joublin, Christian Goerick |
| 2007 | Collaborative Filtering with interlaced Generalized Linear Models. | Nicolas Delannay, Michel Verleysen |
| 2007 | Human motion recognition using Nonlinear Transient Computation. | Nigel T. Crook, Wee Jin Goh |
| 2007 | Model Selection for Kernel Probit Regression. | Gavin C. Cawley |
| 2007 | Prediction of post-synaptic activity in proteins using recursive feature elimination. | Bernardo Penna Resende de Carvalho, Ricardo de Souza Ribeiro, Talles Henrique de Medeiros |
| 2007 | A-LSSVM: an Adaline based iterative sparse LS-SVM classifier. | Bernardo Penna Resende de Carvalho, Antnio de Pdua Braga |
| 2007 | Sparsely-connected associative memory models with displaced connectivity. | Lee Calcraft, Rod Adams, Neil Davey |
| 2007 | Synchronization and acceleration: complementary mechanisms of temporal coding. | Thomas Burwick |
| 2007 | Deploying SDP for machine learning. | Tijl De Bie |
| 2007 | Electroencephalogram signal classification for brain computer interfaces using wavelets and support vector machines. | Francesc Benimeli, Ken Sharman |
| 2007 | A novel kernel-based method for local pattern extraction in random process signals. | Majid Beigi, Andreas Zell |
| 2007 | Estimation of tangent planes for neighborhood graph correction. | Karina Zapien Arreola, Gilles Gasso, Stphane Canu |
| 2007 | Mixtures of robust probabilistic principal component analyzers. | Cdric Archambeau, Nicolas Delannay, Michel Verleysen |
| 2007 | Interval discriminant analysis using support vector machines. | Cecilio Angulo, Davide Anguita, Luis Gonzlez Abril |
| 2007 | Causality and communities in neural networks. | Leonardo Angelini, Daniele Marinazzo, Mario Pellicoro, Sebastiano Stramaglia |
| 2007 | Classification of computer intrusions using functional networks. A comparative study. | Amparo Alonso-Betanzos, Noelia Snchez-Maroo, Flix M. Carballal-Fortes, Juan A. Surez-Romero, Beatriz Prez-Snchez |
| 2007 | Automatically searching near-optimal artificial neural networks. | Leandro M. Almeida, Teresa Bernarda Ludermir |
| 2007 | "Kernelized" Self-Organizing Maps for Structured Data. | Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti, Markus Hagenbuchner |