| 1999 | A comparison of three PCA neural techniques. | Simone G. O. Fiori, Francesco Piazza |
| 1999 | Face identification using support vector machines. | Rodrigo Fernndez, Emmanuel Viennet |
| 1999 | On the invertibility of the RBF model in a predictive control strategy. | Antoine Fache, Olivier Dubois, Alain Billat |
| 1999 | Critical and non-critical avalanche behavior in networks of integrate-and-fire neurons. | Christian W. Eurich, Thorsten Conradi, Helmut Schwegler |
| 1999 | The application of neural networks to the paper-making industry. | Peter J. Edwards, Alan F. Murray, Georgios Papadopoulos, A. Robin Wallace, John Barnard |
| 1999 | An efficient formulation of sparsity controlled support vector regression. | Pierre M. L. Drezet, Robert F. Harrison |
| 1999 | Extraction of intrinsic dimension using CCA - Application to blind sources separation. | Nicolas Donckers, Amaury Lendasse, Vincent Wertz, Michel Verleysen |
| 1999 | Mean-field equations reveal synchronization in a 2-populations neural network model. | Emmanuel Dauc, Olivier Moynot, Olivier Pinaud, Manuel Samuelides, Bernard Doyon |
| 1999 | A multiplicative updating algorithm for training support vector machine. | Nello Cristianini, Colin Campbell, John Shawe-Taylor |
| 1999 | Storage capacity and dynamics of nonmonotonic networks. | Bruno Crespi, Ignazio Lazzizzera |
| 1999 | A topological transformation for hidden recursive modelsarchitecture networks. | Fabrizio Costa, Paolo Frasconi, Giovanni Soda |
| 1999 | Visual-based posture recognition using hybrid neural networks. | Andrea Corradini, Hans-Joachim Bhme, Horst-Michael Gross |
| 1999 | Orthogonal least square algorithm applied to the initialization of multi-layer perceptrons. | Valentina Colla, Leonardo Maria Reyneri, Mirko Sgarbi |
| 1999 | Neuro-wavelet parametric characterization of hardness profiles. | Valentina Colla, Leonardo Maria Reyneri, Mirko Sgarbi |
| 1999 | Noise to extract independent causes. | Darryl Charles, Colin Fyfe |
| 1999 | The NeuralBAG algorithm: optimizing generalization performance in bagged neural networks. | John Carney, Padraig Cunningham |
| 1999 | Regularization in oculomotor adaptation. | John A. Bullinaria, Patricia M. Riddell, Simon K. Rushton |
| 1999 | Detection of two Gaussian clusters. | Arnaud Buhot, Mirta B. Gordon |
| 1999 | Statistical mechanics of support vector machine. | Arnaud Buhot, Mirta B. Gordon |
| 1999 | Estimating the intrinsic dimensionality of hyperspectral images. | Jrg Bruske, Erzsbet Mernyi |
| 1999 | An integer recurrent artificial neural network for classifying feature vectors. | Roelof K. Brouwer |
| 1999 | Development of a French speech recognizer using a hybrid HMM/MLP system. | Jean-Marc Boite, Christophe Ris |
| 1999 | Using the Kohonen algorithm for quick initialization of Simple Competitive Learning algorithm. | Eric de Bodt, Marie Cottrell, Michel Verleysen |
| 1999 | Information retrieval systems using an associative conceptual space. | Jan van den Berg, Martijn J. Schuemie |
| 1999 | A general approach to construct RBF net-based classifier. | Fabien Belloir, Antoine Fache, Alain Billat |