| 2005 | Adaptive robot learning in a non-stationary environment. | Kary Frmling |
| 2005 | Artificial neural network fusion: Application to Arabic words recognition. | Nadir Farah, Tarek Khadir, Mokhtar Sellami |
| 2005 | unsupervised fuzzy ensembles and their use in intrusion detection. | Paul F. Evangelista, Piero P. Bonissone, Mark J. Embrechts, Boleslaw K. Szymanski |
| 2005 | Performance of EMI based mine detection using back-propagation neural networks. | Matthew Draper, Taskin Koak |
| 2005 | TreeGNG - hierarchical topological clustering. | Kevin A. J. Doherty, Rod Adams, Neil Davey |
| 2005 | Generalised Cross Validation for Noise-Free Data. | Tony J. Dodd, Tun M. Ladoni |
| 2005 | Averaging on Riemannian manifolds and unsupervised learning using neural associative memory. | Dimitri Nowicki, Oleksiy Dekhtyarenko |
| 2005 | A Class of Kernels For Sets of Vectors. | Frdric Desobry, Manuel Davy, William J. Fitzgerald |
| 2005 | Phase transition in sparse associative neural networks. | Oleksiy Dekhtyarenko, Valery Tereshko, Colin Fyfe |
| 2005 | The Nonlinear Dynamic State neuron. | Nigel T. Crook, Wee Jin Goh, Mohammad Hawarat |
| 2005 | generative independent component analysis for EEG classification. | Silvia Chiappa, David Barber |
| 2005 | Evolutionary framework for the construction of diverse hybrid ensembles. | Arjun Chandra, Xin Yao |
| 2005 | linear algebra for time series of spikes. | Andrew Carnell, Daniel Richardson |
| 2005 | Using generic neural networks in the control and prediction of grasp postures. | Franck Carenzi, Philippe Gorce, Yves Burnod, Marc A. Maier |
| 2005 | Support vector algorithms as regularization networks. | Andrea Caponnetto, Lorenzo Rosasco, Francesca Odone, Alessandro Verri |
| 2005 | Kernel methods and the exponential family. | Stphane Canu, Alexander J. Smola |
| 2005 | Evolving neural networks: Is it really worth the effort? | John A. Bullinaria |
| 2005 | Joint Regularization. | Karsten M. Borgwardt, Omri Guttman, S. V. N. Vishwanathan, Alexander J. Smola |
| 2005 | Structural feature selection for wrapper methods. | Gianluca Bontempi |
| 2005 | An artificial neural network for analysing the survival of patients with colorectal cancer. | Rachel Bittern, Alfred Cuschieri, Sergey Dolgobrodov, Robin Marshall, Peter Moore, Robert Steele |
| 2005 | The dynamics of Learning Vector Quantization. | Michael Biehl, Anarta Ghosh, Barbara Hammer |
| 2005 | Feature selection for high-dimensional industrial data. | Michael Bensch, Michael Schrder, Martin Bogdan, Wolfgang Rosenstiel |
| 2005 | A new approach based on wavelet-ICA algorithms for fetal electrocardiogram extraction. | Bruno Azzerboni, Fabio La Foresta, Nadia Mammone, Francesco Carlo Morabito |
| 2005 | Modified backward feature selection by cross validation. | Shigeo Abe |
| 2005 | Adaline-based estimation of power harmonics. | Djaffar Ould Abdeslam, Jean Merckl, Patrice Wira |