| 2007 | "Kernelized" Self-Organizing Maps for Structured Data. Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti, Markus Hagenbuchner |
| 2007 | 15th European Symposium on Artificial Neural Networks, ESANN 2007, Bruges, Belgium, April 25-27, 2007, Proceedings |
| 2007 | A first attempt of reservoir pruning for classification problems. Xavier Dutoit, Hendrik Van Brussel, Marnix Nuttin |
| 2007 | A hierarchical model for syllable recognition. Xavier Domont, Martin Heckmann, Heiko Wersing, Frank Joublin, Christian Goerick |
| 2007 | A metamorphosis of Canonical Correlation Analysis into multivariate maximum margin learning. Sándor Szedmák, Tijl De Bie, David R. Hardoon |
| 2007 | A neural model of cross-modal association in insects. Jan Wessnitzer, Barbara Webb |
| 2007 | A new decision strategy in multi-objective training of the artificial neural networks. Talles Henrique de Medeiros, Ricardo H. C. Takahashi, Antônio de Pádua Braga |
| 2007 | A new feature selection scheme using data distribution factor for transactional data. Piyang Wang, Tommy W. S. Chow |
| 2007 | A novel kernel-based method for local pattern extraction in random process signals. Majid Beigi, Andreas Zell |
| 2007 | A supervised learning approach based on STDP and polychronization in spiking neuron networks. Hélène Paugam-Moisy, Régis Martinez, Samy Bengio |
| 2007 | A unified view of TD algorithms, introducing Full-gradient TD and Equi-gradient descent TD. Manuel Loth, Philippe Preux, Manuel Davy |
| 2007 | A-LSSVM: an Adaline based iterative sparse LS-SVM classifier. Bernardo Penna Resende de Carvalho, Antônio de Pádua Braga |
| 2007 | Adapting reservoir states to get Gaussian distributions. David Verstraeten, Benjamin Schrauwen, Dirk Stroobandt |
| 2007 | Adaptive Global Metamodeling with Neural Networks. Dirk Gorissen, Wouter Hendrickx, Tom Dhaene |
| 2007 | Adaptive Weight Change Mechanism for Kohonens's Neural Network Implemented in CMOS 0.18 um Technology. Tomasz Talaska, Rafal Dlugosz, Witold Pedrycz |
| 2007 | Agglomerative Independent Variable Group Analysis. Antti Honkela, Jeremias Seppä, Esa Alhoniemi |
| 2007 | Algebraic inversion of an artificial neural network classifier. Travis Wiens, Rich Burton, Greg Schoenau |
| 2007 | An Estimation of Response Certainty using Features of Eye-movements. Minoru Nakayama, Yosiyuki Takahasi |
| 2007 | An overview of reservoir computing: theory, applications and implementations. Benjamin Schrauwen, David Verstraeten, Jan M. Van Campenhout |
| 2007 | Applying the Episodic Natural Actor-Critic Architecture to Motor Primitive Learning. Jan Peters, Stefan Schaal |
| 2007 | Automatically searching near-optimal artificial neural networks. Leandro M. Almeida, Teresa Bernarda Ludermir |
| 2007 | Bat echolocation modelling using spike kernels with Support Vector Regression. Bertrand Fontaine, Herbert Peremans, Benjamin Schrauwen |
| 2007 | Bifurcation analysis for a discrete-time Hopfield neural network of two neurons with two delays. Eva Kaslik, Stefan Balint |
| 2007 | Causality analysis of LFPs in micro-electrode arrays based on mutual information. Nikolay V. Manyakov, Marc M. Van Hulle |
| 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 Sánchez-Maroño, Félix M. Carballal-Fortes, Juan A. Suárez-Romero, Beatriz Pérez-Sánchez |
| 2007 | Classifying n-back EEG data using entropy and mutual information features. Liang Wu, Predrag Neskovic, Etienne Reyes, Elena Festa, Heindel William |
| 2007 | Clustering a medieval social network by SOM using a kernel based distance measure. Nathalie Villa, Romain Boulet |
| 2007 | Clustering using genetic algorithm combining validation criteria. Murilo Coelho Naldi, André Carlos Ponce de Leon Ferreira de Carvalho |
| 2007 | Collaborative Filtering with interlaced Generalized Linear Models. Nicolas Delannay, Michel Verleysen |
| 2007 | Complexity bounds of radial basis functions and multi-objective learning. Illya Kokshenev, Antônio de Pádua Braga |
| 2007 | Computational Intelligence approaches to causality detection. Katerina Hlavácková-Schindler, Pablo F. Verdes |
| 2007 | Computing and stopping the solution paths for $\nu$-SVR. Gilles Gasso, Karina Zapien Arreola, Stéphane Canu |
| 2007 | Controlling complexity of RBF networks by similarity. Ulrich Rückert, Ralf Eickhoff |
| 2007 | Convex optimization for the design of learning machines. Kristiaan Pelckmans, Johan A. K. Suykens, Bart De Moor |
| 2007 | Data reduction using classifier ensembles. J. Salvador Sánchez, Ludmila I. Kuncheva |
| 2007 | Deploying SDP for machine learning. Tijl De Bie |
| 2007 | Derivation of nonlinear amplitude equations for the normal modes of a self-organizing system. Junmei Zhu, Christoph von der Malsburg |
| 2007 | Distinguishing between cause and effect via kernel-based complexity measures for conditional distributions. Xiaohai Sun, Dominik Janzing, Bernhard Schölkopf |
| 2007 | Electroencephalogram signal classification for brain computer interfaces using wavelets and support vector machines. Francesc Benimeli, Ken Sharman |
| 2007 | Ensemble neural classifier design for face recognition. Terry Windeatt |
| 2007 | Estimating the Number of Components in a Mixture of Multilayer Perceptrons. Madalina Olteanu, Joseph Rynkiewicz |
| 2007 | Estimation of tangent planes for neighborhood graph correction. Karina Zapien Arreola, Gilles Gasso, Stéphane Canu |
| 2007 | Explicit Kernel Rewards Regression for data-efficient near-optimal policy identification. Daniel Schneegaß, Steffen Udluft, Thomas Martinetz |
| 2007 | Exploring the causal order of binary variables via exponential hierarchies of Markov kernels. Xiaohai Sun, Dominik Janzing |
| 2007 | Feature clustering and mutual information for the selection of variables in spectral data. Catherine Krier, Damien François, Fabrice Rossi, Michel Verleysen |
| 2007 | Feature extraction for EEG classification: representing electrode outputs as a Markov stochastic process. Liang Wu, Predrag Neskovic |
| 2007 | Functional elements and networks in fMRI. Jarkko Ylipaavalniemi, Eerika Savia, Ricardo Vigário, Samuel Kaski |
| 2007 | How to process uncertainty in machine learning?. Barbara Hammer, Thomas Villmann |
| 2007 | Human motion recognition using Nonlinear Transient Computation. Nigel T. Crook, Wee Jin Goh |
| 2007 | ICA-based High Frequency VaR for Risk Management. Patrick Kouontchou, Bertrand Maillet |
| 2007 | Identification of churn routes in the Brazilian telecommunications market. David L. García, Alfredo Vellido, Àngela Nebot |
| 2007 | Immediate Reward Reinforcement Learning for Projective Kernel Methods. Colin Fyfe, Pei Ling Lai |
| 2007 | Informational cost in correlation-based neuronal networks. Gaetano Liborio Aiello, Carlo Casarino |
| 2007 | Interval discriminant analysis using support vector machines. Cecilio Angulo, Davide Anguita, Luis González Abril |
| 2007 | Intrinsic plasticity for reservoir learning algorithms. Marion Wardermann, Jochen J. Steil |
| 2007 | Kernel PCA based clustering for inducing features in text categorization. Zsolt Minier, Lehel Csató |
| 2007 | Kernel on Bag of Paths For Measuring Similarity of Shapes. Frédéric Suard, Alain Rakotomamonjy, Abdelaziz Bensrhair |
| 2007 | Kernel-based online machine learning and support vector reduction. Sumeet Agarwal, V. Vijaya Saradhi, Harish Karnick |
| 2007 | Learning causality by identifying common effects with kernel-based dependence measures. Xiaohai Sun, Dominik Janzing |
| 2007 | Learning topology of a labeled data set with the supervised generative gaussian graph. Pierre Gaillard, Michaël Aupetit, Gérard Govaert |
| 2007 | Markovian blind separation of non-stationary temporally correlated sources. Rima Guidara, Shahram Hosseini, Yannick Deville |
| 2007 | Mixtures of robust probabilistic principal component analyzers. Cédric Archambeau, Nicolas Delannay, Michel Verleysen |
| 2007 | Model Selection for Kernel Probit Regression. Gavin C. Cawley |
| 2007 | Model collisions in the dissimilarity SOM. Fabrice Rossi |
| 2007 | Nearest Neighbor Distributions and Noise Variance Estimation. Elia Liitiäinen, Francesco Corona, Amaury Lendasse |
| 2007 | Neural Rewards Regression for near-optimal policy identification in Markovian and partial observable environments. Daniel Schneegaß, Steffen Udluft, Thomas Martinetz |
| 2007 | On the dynamics of Vector Quantization and Neural Gas. Aree Witoelar, Michael Biehl, Anarta Ghosh, Barbara Hammer |
| 2007 | One-class SVM regularization path and comparison with alpha seeding. Alain Rakotomamonjy, Manuel Davy |
| 2007 | Optimizing kernel parameters by second-order methods. Shigeo Abe |
| 2007 | Order in Complex Systems of Nonlinear Oscillators: Phase Locked Subspaces. Jan-Hendrik Schleimer, Ricardo Vigário |
| 2007 | Pattern Recognition using Chaotic Transients. Wee Jin Goh, Nigel T. Crook |
| 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 | RNN-based Learning of Compact Maps for Efficient Robot Localization. Alexander Förster, Alex Graves, Jürgen Schmidhuber |
| 2007 | Reinforcement learning in a nutshell. Verena Heidrich-Meisner, Martin Lauer, Christian Igel, Martin A. Riedmiller |
| 2007 | Relevance matrices in LVQ. Petra Schneider, Michael Biehl, Barbara Hammer |
| 2007 | Replacing eligibility trace for action-value learning with function approximation. Kary Främling |
| 2007 | SOM for intensity inhomogeneity correction in MRI. Maite García-Sebastián, Manuel Graña |
| 2007 | SOM+EOF for finding missing values. Antti Sorjamaa, Paul Merlin, Bertrand Maillet, Amaury Lendasse |
| 2007 | Self-organized chains for clustering. Hassan Ghaziri |
| 2007 | Several ways to solve the MSO problem. Jochen J. Steil |
| 2007 | Sparsely-connected associative memory models with displaced connectivity. Lee Calcraft, Rod Adams, Neil Davey |
| 2007 | Spicules-based competitive neural network. José Antonio Gómez-Ruiz, José Muñoz-Pérez, M. Angeles García-Bernal, Ezequiel López-Rubio |
| 2007 | Spiral Recurrent Neural Network for Online Learning. Huaien Gao, Rudolf Sollacher, Hans-Peter Kriegel |
| 2007 | Structured reservoir computing with spatiotemporal chaotic attractors. Carlos Lourenço |
| 2007 | Synchronization and acceleration: complementary mechanisms of temporal coding. Thomas Burwick |
| 2007 | Systematicity in sentence processing with a recursive self-organizing neural network. Igor Farkas, Matthew W. Crocker |
| 2007 | The Intrinsic Recurrent Support Vector Machine. Daniel Schneegaß, Anton Maximilian Schäfer, Thomas Martinetz |
| 2007 | The Recurrent Control Neural Network. Anton Maximilian Schäfer, Steffen Udluft, Hans-Georg Zimmermann |
| 2007 | Three-dimensional self-organizing dynamical systems for discrete structures memorizing and retrieval. Alexander Yudashkin |
| 2007 | Toward a robust 2D spatio-temporal self-organization. Thomas Girod, Laurent Bougrain, Frédéric Alexandre |
| 2007 | Tracking fast changing non-stationary distributions with a topologically adaptive neural network: application to video tracking. Georges Adrian Drumea, Hervé Frezza-Buet |
| 2007 | Transition from initialization to working stage in biologically realistic networks. Andreas Herzog, Karsten Kube, Bernd Michaelis, Ana D. de Lima, Thomas B. Voigt |
| 2007 | Visualisation of tree-structured data through generative probabilistic modelling. Nikolaos Gianniotis, Peter Tiño |
| 2007 | Visualization of Fuzzy Information in Fuzzy-Classification for Image Segmentation using MDS. Thomas Villmann, Marc Strickert, Cornelia Brüß, Frank-Michael Schleif, Udo Seiffert |