| 2002 | Self Pruning Gaussian Synapse Networks for Behavior Based Robots. | Jos Antonio Becerra, Richard J. Duro, Jos Santos Reyes |
| 2002 | Dynamics of ICA for High-Dimensional Data. | Gleb Basalyga, Magnus Rattray |
| 2002 | Nonlinear Modeling of Dynamic Systems with the Self-Organizing Map. | Guilherme de A. Barreto, Aluzio F. R. Arajo |
| 2002 | Kernel-Based 3D Object Representation. | Annalisa Barla, Francesca Odone |
| 2002 | Model Clustering for Neural Network Ensembles. | Bart Bakker, Tom Heskes |
| 2002 | Using Neural Field Dynamics in the Context of Attentional Control. | Gerriet Backer, Brbel Mertsching |
| 2002 | Identification of Wiener Model Using Radial Basis Functions Neural Networks. | Syed Saad Azhar Ali, Hussain N. Al-Duwaish |
| 2002 | Reducing Communication for Distributed Learning in Neural Networks. | Peter Auer, Harald Burgsteiner, Wolfgang Maass |
| 2002 | Continuous-State Hopfield Dynamics Based on Implicit Numerical Methods. | Miguel A. Atencia Ruiz, Gonzalo Joya Caparrs, Francisco Sandoval Hernndez |
| 2002 | Sequential Learning in Feedforward Networks: Proactive and Retroactive Interference Minimization. | Vicente Ruiz de Angulo, Carme Torras |
| 2002 | Learning Inverse Kinematics via Cross-Point Function Decomposition. | Vicente Ruiz de Angulo, Carme Torras |
| 2002 | Automatic Hyperparameter Tuning for Support Vector Machines. | Davide Anguita, Sandro Ridella, Fabio Rivieccio, Rodolfo Zunino |
| 2002 | MDL Based Model Selection for Relevance Vector Regression. | Davide Anguita, Matteo Gagliolo |
| 2002 | Critical Assessment of Option Pricing Methods Using Artificial Neural Networks. | Panayiotis Ch. Andreou, Chris Charalambous, Spiros H. Martzoukos |
| 2002 | Robust Estimator for the Learning Process in Neural Networks Applied in Time Series. | Hctor Allende, Claudio Moraga, Rodrigo Salas |
| 2002 | A Simulated Annealing and Resampling Method for Training Perceptrons to Classify Gene-Expression Data. | Andreas Alexander Albrecht, Staal Amund Vinterbo, C. K. Wong, Lucila Ohno-Machado |
| 2002 | Neural Minimax Classifiers. | Roco Alaz-Rodrguez, Jess Cid-Sueiro |
| 2002 | Type of Blur and Blur Parameters Identification Using Neural Network and Its Application to Image Restoration. | Igor N. Aizenberg, Taras Bregin, Constantine Butakoff, Victor N. Karnaukhov, Nickolay S. Merzlyakov, Olga Milukova |
| 2002 | Analysis of Biologically Inspired Small-World Networks. | Carlos Aguirre, Ramn Huerta, Fernando J. Corbacho, Pedro Pascual |
| 2002 | Unsupervised - Neural Network Approach for Efficient Video Description. | Giuseppe Acciani, Ernesto Chiarantoni, Daniela Girimonte, Cataldo Guaragnella |
| 2001 | Multi-agent FX-Market Modeling Based on Cognitive Systems. | Hans-Georg Zimmermann, Ralph Neuneier, Ralph Grothmann |
| 2001 | Health Monitoring with Learning Methods. | Alexander Ypma, Co Melissant, Ole Baunbk-Jensen, Robert P. W. Duin |
| 2001 | A Mathematical Analysis of a Correlation Based Model for the Orientation Map Formation. | Tadashi Yamazaki |
| 2001 | A Topological Hierarchical Clustering: Application to Ocean Color Classification. | Mziane Yacoub, Fouad Badran, Sylvie Thiria |
| 2001 | A Neural Oscillator Model of Auditory Attention. | Stuart N. Wrigley, Guy J. Brown |