| 2007 | Informational cost in correlation-based neuronal networks. | Gaetano Liborio Aiello, Carlo Casarino |
| 2007 | Kernel-based online machine learning and support vector reduction. | Sumeet Agarwal, V. Vijaya Saradhi, Harish Karnick |
| 2007 | Optimizing kernel parameters by second-order methods. | Shigeo Abe |
| 2006 | Weighted differential topographic function: a refinement of topographic function. | Lili Zhang, Erzsbet Mernyi |
| 2006 | Optimal design of hierarchical wavelet networks for time-series forecasting. | Yuehui Chen, Bo Yang, Ajith Abraham |
| 2006 | Entropy-based principle and generalized contingency tables. | Vincent Vigneron |
| 2006 | Visualizing gene interaction graphs with local multidimensional scaling. | Jarkko Venna, Samuel Kaski |
| 2006 | Iterative context compilation for visual object recognition. | Jens Teichert, Rainer Malaka |
| 2006 | Data topology visualization for the Self-Organizing Map. | Kadim Tasdemir, Erzsbet Mernyi |
| 2006 | Adaptive Sensor Modelling and Classification using a Continuous Restricted Boltzmann Machine (CRBM). | Tong Boon Tang, Alan F. Murray |
| 2006 | Synthesis of maximum margin and multiview learning using unlabeled data. | Sndor Szedmk, John Shawe-Taylor |
| 2006 | Efficient Forward Regression with Marginal Likelihood. | Ping Sun, Xin Yao |
| 2006 | Using sampling methods to improve binding site predictions. | Yi Sun, Mark Robinson, Rod Adams, Rene te Boekhorst, Alistair G. Rust, Neil Davey |
| 2006 | Sanger-driven MDSLocalize - a comparative study for genomic data. | Marc Strickert, Nese Sreenivasulu, Udo Seiffert |
| 2006 | Recognition of handwritten digits using sparse codes generated by local feature extraction methods. | Rebecca Steinert, Martin Rehn, Anders Lansner |
| 2006 | Recent trends in online learning for cognitive robots. | Jochen J. Steil, Heiko Wersing |
| 2006 | Unsupervised clustering of continuous trajectories of kinematic trees with SOM-SD. | Jochen J. Steil, Risto Kiva, Alessandro Sperduti |
| 2006 | Time series prediction using DirRec strategy. | Antti Sorjamaa, Amaury Lendasse |
| 2006 | Lag selection for regression models using high-dimensional mutual information. | Geoffroy Simon, Michel Verleysen |
| 2006 | A new hyperbolic visualization method for displaying the results of a neural gas model: application to Webometrics. | Shadi Al Shehabi, Jean-Charles Lamirel |
| 2006 | Neural networks and machine learning in bioinformatics - theory and applications. | Udo Seiffert, Barbara Hammer, Samuel Kaski, Thomas Villmann |
| 2006 | Parallel hardware implementation of a broad class of spiking neurons using serial arithmetic. | Benjamin Schrauwen, Jan M. Van Campenhout |
| 2006 | Linking non-binned spike train kernels to several existing spike train metrics. | Benjamin Schrauwen, Jan M. Van Campenhout |
| 2006 | OnlineDoubleMaxMinOver: a simple approximate time and information efficient online Support Vector Classification method. | Daniel Schneega, Thomas Martinetz, Michael Clausohm |
| 2006 | Evolino for recurrent support vector machines. | Jrgen Schmidhuber, Matteo Gagliolo, Daan Wierstra, Faustino J. Gomez |