| 2005 | Learning Ontology Alignments Using Recursive Neural Networks. | Alexandros Chortaras, Giorgos B. Stamou, Andreas Stafylopatis |
| 2005 | On Variations of Power Iteration. | Seungjin Choi |
| 2005 | Non-linear Predictive Models for Speech Processing. | Mohamed Chetouani, Amir Hussain, Marcos Fandez-Zanuy, Bruno Gas |
| 2005 | Informational Energy Kernel for LVQ. | Angel Cataron, Razvan Andonie |
| 2005 | Residual Activity in the Neurons Allows SOMs to Learn Temporal Order. | Pascual Campoy Cervera, Carlos J. Vicente |
| 2005 | Support Vector Machine for Recognition of Bio-products in Gasoline. | Kazimierz Brudzewski, Stanislaw Osowski, Tomasz Markiewicz, Jan Ulaczyk |
| 2005 | The GCS Kernel for SVM-Based Image Recognition. | Sabri Boughorbel, Jean-Philippe Tarel, Franois Fleuret, Nozha Boujemaa |
| 2005 | The LCCP for Optimizing Kernel Parameters for SVM. | Sabri Boughorbel, Jean-Philippe Tarel, Nozha Boujemaa |
| 2005 | A New Kernel-Based Algorithm for Online Clustering. | Habiboulaye Amadou Boubacar, Stphane Lecoeuche |
| 2005 | A Spiking Neural Sparse Distributed Memory Implementation for Learning and Predicting Temporal Sequences. | Joy Bose, Stephen B. Furber, Jonathan L. Shapiro |
| 2005 | Smooth Bayesian Kernel Machines. | Rutger W. ter Borg, Lon J. M. Rothkrantz |
| 2005 | Time Delay Learning by Gradient Descent in Recurrent Neural Networks. | Romuald Bon, Hubert Cardot |
| 2005 | Rough Sets-Based Recursive Learning Algorithm for Radial Basis Function Networks. | Yevgeniy V. Bodyanskiy, Yevgen Gorshkov, Vitaliy Kolodyazhniy, Irina Pliss |
| 2005 | Neuro-fuzzy Kolmogorov's Network. | Yevgeniy V. Bodyanskiy, Yevgen Gorshkov, Vitaliy Kolodyazhniy, Valeriya Poyedyntseva |
| 2005 | Separable Data Aggregation in Hierarchical Networks of Formal Neurons. | Leon Bobrowski |
| 2005 | Handwritten Digit Recognition with Nonlinear Fisher Discriminant Analysis. | Pietro Berkes |
| 2005 | Classifying Unprompted Speech by Retraining LSTM Nets. | Nicole Beringer, Alex Graves, Florian Schiel, Jrgen Schmidhuber |
| 2005 | Novelty Analysis in Dynamic Scene for Autonomous Mental Development. | Sang-Woo Ban, Minho Lee |
| 2005 | Deterministic Modelling of Randomness with Recurrent Artificial Neural Networks. | Norman U. Baier, Oscar De Feo |
| 2005 | Principles of Employing a Self-organizing Map as a Frequent Itemset Miner. | Vicente Oswaldo Baez Monroy, Simon O'Keefe |
| 2005 | Self-organizing Map Initialization. | Mohammed Attik, Laurent Bougrain, Frdric Alexandre |
| 2005 | Neural Network Topology Optimization. | Mohammed Attik, Laurent Bougrain, Frdric Alexandre |
| 2005 | Study of the Behavior of a New Boosting Algorithm for Recurrent Neural Networks. | Mohammad Assaad, Romuald Bon, Hubert Cardot |
| 2005 | Analog Fault Detection Using a Neuro Fuzzy Pattern Recognition Method. | Reza Asgary, Karim Mohammadi |
| 2005 | A New Probabilistic Neural Network for Fault Detection in MEMS. | Reza Asgary, Karim Mohammadi |