| 2006 | A Quasi-stochastic Gradient Algorithm for Variance-Dependent Component Analysis. | Aapo Hyvrinen, Shohei Shimizu |
| 2006 | An Evolutionary Approach to Automatic Kernel Construction. | Tom Howley, Michael G. Madden |
| 2006 | Testing the Fraud Detection Ability of Different User Profiles by Means of FF-NN Classifiers. | Constantinos S. Hilas, John N. Sahalos |
| 2006 | Effective Input Variable Selection for Function Approximation. | Luis Javier Herrera, Hctor Pomares, Ignacio Rojas, Michel Verleysen, Alberto Guilln |
| 2006 | Competitive and Collaborative Mixtures of Experts for Financial Risk Analysis. | Jos Miguel Hernndez-Lobato, Alberto Surez |
| 2006 | Predicting User's Movement with a Combination of Self-Organizing Map and Markov Model. | Sang-Jun Han, Sung-Bae Cho |
| 2006 | Critical Echo State Networks. | Mrton Albert Hajnal, Andrs Lrincz |
| 2006 | An Unsupervised Learning Rule for Class Discrimination in a Recurrent Neural Network. | Juan Pablo de la Cruz Gutirrez |
| 2006 | A Model of Grid Cells Based on a Path Integration Mechanism. | Alexis Guanella, Paul F. M. J. Verschure |
| 2006 | A Discrete Adaptive Stochastic Neural Model for Constrained Optimization. | Giuliano Grossi |
| 2006 | A Neural Network to Retrieve Images from Text Queries. | David Grangier, Samy Bengio |
| 2006 | Natural Conjugate Gradient Training of Multilayer Perceptrons. | Ana M. Gonzlez, Jos R. Dorronsoro |
| 2006 | Neural Network Architecture Selection: Size Depends on Function Complexity. | Ivn Gmez, Leonardo Franco, Jos Luis Subirats, Jos M. Jerez |
| 2006 | Early Detection of Winding Faults in Windmill Generators Using Wavelet Transform and ANN Classification. | Zacharias Gketsis, Michalis E. Zervakis, George S. Stavrakakis |
| 2006 | A Game-Theoretic Approach to Weighted Majority Voting for Combining SVM Classifiers. | Harris V. Georgiou, Michael E. Mavroforakis, Sergios Theodoridis |
| 2006 | Random Neural Networks for the Adaptive Control of Packet Networks. | Michael Gellman, Peixiang Liu |
| 2006 | Growing Neural Gas for Vision Tasks with Time Restrictions. | Jos Garca Rodrguez, Francisco Flrez-Revuelta, Juan Manuel Garca Chamizo |
| 2006 | Feature Extraction for Decision-Theoretic Planning in Partially Observable Environments. | Hajime Fujita, Yutaka Nakamura, Shin Ishii |
| 2006 | Parallel Distributed Profit Sharing for PC Cluster. | Takuya Fujishiro, Hidehiro Nakano, Arata Miyauchi |
| 2006 | Temporal Data Encoding and SequenceLearning with Spiking Neural Networks. | Robert H. Fujii, Kenjyu Oozeki |
| 2006 | A Multisensor Fusion System for the Detection of Plant Viruses by Combining Artificial Neural Networks. | Dimitrios Frosyniotis, Yannis Anthopoulos, Spiros Kintzios, Antonis Perdikaris, Constantine P. Yialouris |
| 2006 | Strong Systematicity in Sentence Processing by an Echo State Network. | Stefan L. Frank |
| 2006 | Phase Precession and Recession with STDP and Anti-STDP. | Razvan V. Florian, Raul Cristian Muresan |
| 2006 | Improving the Expert Networks of a Modular Multi-Net System for Pattern Recognition. | Mercedes Fernndez-Redondo, Joaqun Torres-Sospedra, Carlos Hernndez-Espinosa |
| 2006 | Nonlinear Projection Using Geodesic Distances and the Neural Gas Network. | Pablo A. Estvez, Andrs M. Chong, Claudio M. Held, Claudio A. Perez |