| 2010 | Learning with Convex Constraints. | Marco Gori, Stefano Melacci |
| 2010 | Some Comparisons of Model Complexity in Linear and Neural-Network Approximation. | Giorgio Gnecco, Vera Kurkov, Marcello Sanguineti |
| 2010 | Improving the Scalability of Recommender Systems by Clustering Using Genetic Algorithms. | Olga Georgiou, Nicolas Tsapatsoulis |
| 2010 | Using Evolutionary Multiobjective Techniques for Imbalanced Classification Data. | Sandra Garca-Rodrguez, Ricardo Aler, Ins Mara Galvn |
| 2010 | Comparing Feature Extraction Techniques and Classifiers in the Handwritten Letters Classification Problem. | Antonio Garca-Manso, Carlos J. Garca Orellana, Horacio M. Gonzlez Velasco, Miguel Macas Macas, Ramn Gallardo Caballero |
| 2010 | A Neural Network-Based Method for Affine 3D Registration of FMRI Time Series Using Fourier Space Subsets. | Lus C. Freire, Ana Isabel Rodrigues Gouveia, Fernando M. Godinho |
| 2010 | Learning Invariant Visual Shape Representations from Physics. | Mathias Franzius, Heiko Wersing |
| 2010 | Learning in a Unitary Coherent Hippocampus. | Charles W. Fox, Tony J. Prescott |
| 2010 | Empirical Analysis of the Divergence of Gibbs Sampling Based Learning Algorithms for Restricted Boltzmann Machines. | Asja Fischer, Christian Igel |
| 2010 | Machine Learning and Personalized Modeling Based Gene Selection for Acute GvHD Gene Expression Data Analysis. | Maurizio Fiasch, Maria Cuzzola, Roberta Fedele, Pasquale Iacopino, Francesco Carlo Morabito |
| 2010 | Evolutionary | Francisco Fernndez-Navarro, Csar Hervs-Martnez, Pedro Antonio Gutirrez, Roberto Ruiz, Jos C. Riquelme |
| 2010 | A Hybrid Approach for Artifact Detection in EEG Data. | Jacqueline Fairley, George K. Georgoulas, Chrysostomos D. Stylios, David B. Rye |
| 2010 | Globally Optimal Structure Learning of Bayesian Networks from Data. | Kobra Etminani, Mahmoud Naghibzadeh, Amir Reza Razavi |
| 2010 | Recurrence Enhances the Spatial Encoding of Static Inputs in Reservoir Networks. | Christian Emmerich, Ren Felix Reinhart, Jochen Jakob Steil |
| 2010 | A Hebbian-Based Reinforcement Learning Framework for Spike-Timing-Dependent Synapses. | Karim El-Laithy, Martin Bogdan |
| 2010 | Layered Motion Segmentation with a Competitive Recurrent Network. | Julian Eggert, Joerg Deigmoeller, Volker Willert |
| 2010 | A Novel Topological Map of Place Cells for Autonomous Robots. | Vilson L. DalleMole, Aluzio F. R. Arajo |
| 2010 | Dynamics and Function of a CA1 Model of the Hippocampus during Theta and Ripples. | Vassilis Cutsuridis, Michael E. Hasselmo |
| 2010 | Action Potential Bursts Modulate the NMDA-R Mediated Spike Timing Dependent Plasticity in a Biophysical Model. | Vassilis Cutsuridis |
| 2010 | Unsupervised Learning of Relations. | Matthew Cook, Florian Jug, Christoph Krautz, Angelika Steger |
| 2010 | A Statistical Appraoch to Image Reconstruction from Projections Problem Using Recurrent Neural Network. | Robert Cierniak |
| 2010 | A Cooperative and Penalized Competitive Learning Approach to Gaussian Mixture Clustering. | Yiu-ming Cheung, Hong Jia |
| 2010 | Weighted Learning Vector Quantization to Cost-Sensitive Learning. | Ning Chen, Bernardete Ribeiro, Armando Vieira, Joo M. M. Duarte, Joo Carvalho das Neves |
| 2010 | Variational Bayesian Image Super-Resolution with GPU Acceleration. | Giannis K. Chantas |
| 2010 | Hybrid Control Structure for Multi-robot Formation. | Daniela Cernega, Razvan Solea |