| 2005 | Comparative Investigation into Classical and Spiking Neuron Implementations on FPGAs. | Simon Johnston, Girijesh Prasad, Liam P. Maguire, T. Martin McGinnity |
| 2005 | New Neural Network Based Mobile Location Estimation in a Metropolitan Area. | Muhammad Javed, Amir Hussain, Alexander Neskovic, Evan H. Magill |
| 2005 | Evolutionary Algorithms for Real-Time Artificial Neural Network Training. | Ananda Jagadeesan, Grant M. Maxwell, Christopher MacLeod |
| 2005 | CrySSMEx, a Novel Rule Extractor for Recurrent Neural Networks: Overview and Case Study. | Henrik Jacobsson, Tom Ziemke |
| 2005 | Topological Derivative and Training Neural Networks for Inverse Problems. | Lidia Jackowska-Strumillo, Jan Sokolowski, Antoni Zochowski |
| 2005 | Stochastic Processes for Return Maximization in Reinforcement Learning. | Kazunori Iwata, Hideaki Sakai, Kazushi Ikeda |
| 2005 | Bayesian Learning of Neural Networks Adapted to Changes of Prior Probabilities. | Yoshifusa Ito, Cidambi Srinivasan, Hiroyuki Izumi |
| 2005 | Medical Document Categorization Using | Lukasz Itert, Wlodzislaw Duch, John Pestian |
| 2005 | Perceptual Binding by Coupled Oscillatory Neural Network. | Teijiro Isokawa, Haruhiko Nishimura, Naotake Kamiura, Nobuyuki Matsui |
| 2005 | An Information Geometrical Analysis of Neural Spike Sequences. | Kazushi Ikeda |
| 2005 | Emergence of Oriented Cell Assemblies Associated with Spike-Timing-Dependent Plasticity. | Javier Iglesias, Jan Eriksson, Beatriz Pardo, Marco Tomassini, Alessandro E. P. Villa |
| 2005 | The Role of Membrane Threshold and Rate in STDP Silicon Neuron Circuit Simulation. | Juan Huo, Alan F. Murray |
| 2005 | Gene Extraction for Cancer Diagnosis by Support Vector Machines. | Te Ming Huang, Vojislav Kecman |
| 2005 | Analytical Solution for Dynamic of Neuronal Populations. | Wentao Huang, Licheng Jiao, Shiping Ma, Yuelei Xu |
| 2005 | A New Extension of Self-optimizing Neural Networks for Topology Optimization. | Adrian Horzyk |
| 2005 | Analysis for Characteristics of GA-Based Learning Method of Binary Neural Networks. | Tatsuya Hirane, Tetsuya Toryu, Hidehiro Nakano, Arata Miyauchi |
| 2005 | Improvement in Language Detection by Neural Discrimination in Comparison with Predictive Models. | Sbastien Herry |
| 2005 | Combination Methods for Ensembles of RBFs. | Carlos Hernndez-Espinosa, Joaqun Torres-Sospedra, Mercedes Fernndez-Redondo |
| 2005 | ANN-Based System for Sorting Spike Waveforms Employing Refractory Periods. | Thomas Hermle, Martin Bogdan, Cornelius Schwarz, Wolfgang Rosenstiel |
| 2005 | Temporal Sound Processing by Cochlear Nucleus Octopus Neurons. | Werner Hemmert, Marcus Holmberg, Ulrich Ramacher |
| 2005 | SOM-Based Method for Process State Monitoring and Optimization in Fluidized Bed Energy Plant. | Mikko Heikkinen, Ari Kettunen, Eero Niemitalo, Reijo Kuivalainen, Yrj Hiltunen |
| 2005 | Balance Algorithm for Point-Feature Label Placement Problem. | Zheng He, Koichi Harada |
| 2005 | Lamarckian Clonal Selection Algorithm with Application. | Wuhong He, Haifeng Du, Licheng Jiao, Jing Li |
| 2005 | Class-Specific Sparse Coding for Learning of Object Representations. | Stephan Hasler, Heiko Wersing, Edgar Krner |
| 2005 | Learning with Ensemble of Linear Perceptrons. | Pitoyo Hartono, Shuji Hashimoto |