| 2005 | Artificial neural networks and prognosis in medicine. Survival analysis in breast cancer patients. | Leonardo Franco, Jos M. Jerez, Emilio Alba |
| 2005 | sparse Bayesian promoter based gene classification. | Kee Khoon Lee, Gavin C. Cawley, Michael W. Bevan |
| 2005 | Mixed Topological Map. | Mustapha Lebbah, Aymeric Chazottes, Fouad Badran, Sylvie Thiria |
| 2005 | A multi-modular associator network for simple temporal sequence learning and generation. | Michael Lawrence, Thomas Trappenberg, Alan Fine |
| 2005 | Spike-timing-dependent plasticity in 'small world' networks. | Karsten Kube, Andreas Herzog, Bernd Michaelis, Ayoub Al-Hamadi, Ana D. de Lima, Thomas B. Voigt |
| 2005 | Initialisation improvement in engineering feedforward ANN models. | Agathoklis Krimpenis, George-Christopher Vosniakos |
| 2005 | Stochastic analysis of the Abe formulation of Hopfield networks. | Marie Kratz, Miguel A. Atencia Ruiz, Gonzalo Joya Caparrs |
| 2005 | Chemical similarity searching using a neural graph matcher. | Stefan Klinger, Jim Austin |
| 2005 | A Stability Condition for Neural Network Control of Uncertain Systems. | Pornchai Khlaeo-om, Suwat Kuntanapreeda |
| 2005 | Efficient reinforcement learning through Evolutionary Acquisition of Neural Topologies. | Yohannes Kassahun, Gerald Sommer |
| 2005 | predicting bed demand in a hospital using neural networks and ARIMA models: a hybrid approach. | Mark P. Joy, Simon Jones |
| 2005 | Exponential stability of stochastic, retarded neural netorks. | Mark P. Joy |
| 2005 | Attractor neural networks with patchy connectivity. | Christopher Johansson, Martin Rehn, Anders Lansner |
| 2005 | Synergies between Evolutionary and Neural Computation. | Christian Igel, Bernhard Sendhoff |
| 2005 | Empirical evidence of the linear nature of magnetoencephalograms. | Antti Honkela, Tomas stman, Ricardo Vigrio |
| 2005 | Classification using non-standard metrics. | Barbara Hammer, Thomas Villmann |
| 2005 | Relevance learning for mental disease classification. | Barbara Hammer, Andreas Rechtien, Marc Strickert, Thomas Villmann |
| 2005 | Contextual Processing of Graphs using Self-Organizing Maps. | Markus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi |
| 2005 | Contextual priming for artificial visual perception. | Herv Guillaume, Nathalie Denquive, Philippe Tarroux |
| 2005 | Translation invariant classification of non-stationary signals. | Vincent Guigue, Alain Rakotomamonjy, Stphane Canu |
| 2005 | Efficient evolutionary optimization using individual-based evolution control and neural networks: A comparative study. | Lars Grning, Yaochu Jin, Bernhard Sendhoff |
| 2005 | Morphological memories for feature extraction in hyperspectral images. | Manuel Graa, F. Xabier Albizuri, Alicia D'Anjou |
| 2005 | Boosting by weighting boundary and erroneous samples. | Vanessa Gmez-Verdejo, Manuel Ortega-Moral, Jernimo Arenas-Garca, Anbal R. Figueiras-Vidal |
| 2005 | Applications of multi-objective structure optimization. | Alexander Rainer Tassilo Gepperth, Stefan Roth |
| 2005 | Non-Euclidean metrics for similarity search in noisy datasets. | Damien Franois, Vincent Wertz, Michel Verleysen |