| 2015 | Training Multi-Layer Perceptron with Multi-Objective Optimization and Spherical Weights Representation. | Honovan P. Rocha, Marcelo Azevedo Costa, Antnio P. Braga |
| 2015 | Learning features on tear film lipid layer classification. | Beatriz Remeseiro, Vernica Boln-Canedo, Amparo Alonso-Betanzos, Manuel G. Penedo |
| 2015 | Search Strategies for Binary Feature Selection for a Naive Bayes Classifier. | Tsirizo Rabenoro, Jrme Lacaille, Marie Cottrell, Fabrice Rossi |
| 2015 | I see you: on neural networks for indoor geolocation. | Johannes Pohl, Andreas Noack |
| 2015 | Designing semantic feature spaces for brain-reading. | Luepol Pipanmaekaporn, Ludmilla Tajtelbom, Vincent Guigue, Thierry Artires |
| 2015 | An affinity matrix approach for structure selection of extreme learning machines. | David Pinto, Andr P. Lemos, Antnio P. Braga |
| 2015 | Geometrical homotopy for data visualization. | Diego Hernn Peluffo-Ordez, Juan Carlos Alvarado-Prez, John Aldo Lee, Michel Verleysen |
| 2015 | Efficient unsupervised clustering for spatial birds population analysis along the river Loire. | Aurore Payen, Ludovic Journaux, Clment Delion, Lucile Sautot, Bruno Faivre |
| 2015 | Adaptive structure metrics for automated feedback provision in Java programming. | Benjamin Paassen, Bassam Mokbel, Barbara Hammer |
| 2015 | Robust Visual Terrain Classification with Recurrent Neural Networks. | Sebastian Otte, Stefan Laible, Richard Hanten, Marcus Liwicki, Andreas Zell |
| 2015 | Learning Recurrent Dynamics using Differential Evolution. | Sebastian Otte, Fabian Becker, Martin V. Butz, Marcus Liwicki, Andreas Zell |
| 2015 | Model Selection for Big Data: Algorithmic Stability and Bag of Little Bootstraps on GPUs. | Luca Oneto, Bernardo Pilarz, Alessandro Ghio, Davide Anguita |
| 2015 | Median-LVQ for classification of dissimilarity data based on ROC-optimization. | David Nebel, Thomas Villmann |
| 2015 | A WiSARD-based multi-term memory framework for online tracking of objects. | Daniel Nascimento, Rafael Lima de Carvalho, Flix Mora-Camino, Priscila M. V. Lima, Felipe M. G. Frana |
| 2015 | The prediction of learning performance using features of note taking activities. | Minoru Nakayama, Kouichi Mutsuura, Hiroh Yamamoto |
| 2015 | Online One-class Classification for Intrusion Detection Based on the Mahalanobis Distance. | Patric Nader, Paul Honeine, Pierre Beauseroy |
| 2015 | Reducing offline evaluation bias of collaborative filtering. | Arnaud De Myttenaere, Boris Golden, Bndicte Le Grand, Fabrice Rossi |
| 2015 | Using the Mean Absolute Percentage Error for Regression Models. | Arnaud De Myttenaere, Boris Golden, Bndicte Le Grand, Fabrice Rossi |
| 2015 | Combining dissimilarity measures for prototype-based classification. | Ernest Mwebaze, Gjalt Bearda, Michael Biehl, Dietlind Zhlke |
| 2015 | I/S-Race: An iterative Multi-Objective Racing Algorithm for the SVM Parameter Selection Problem. | Pricles Barbosa C. de Miranda, Paulo Ricardo da Silva Soares, Ricardo B. C. Prudncio |
| 2015 | Exploiting the ODD framework to define a novel effective graph kernel. | Giovanni Da San Martino, Nicol Navarin, Alessandro Sperduti |
| 2015 | Ranking Overlap and Outlier Points in Data using Soft Kernel Spectral Clustering. | Raghvendra Mall, Rocco Langone, Johan A. K. Suykens |
| 2015 | Long Short Term Memory Networks for Anomaly Detection in Time Series. | Pankaj Malhotra, Lovekesh Vig, Gautam Shroff, Puneet Agarwal |
| 2015 | Revisiting ant colony algorithms to seismic faults detection. | Walther Maciel, Cristina Nader Vasconcelos, Pedro Mario Silva, Marcelo Gattass |
| 2015 | Discovering temporally extended features for reinforcement learning in domains with delayed causalities. | Robert Lieck, Marc Toussaint |