| 2015 | 23rd European Symposium on Artificial Neural Networks, ESANN 2015, Bruges, Belgium, April 22-24, 2015 |
| 2015 | A Robust Neural Robot Navigation Using a Combination of Deliberative and Reactive Control Architectures. Dalia Marcela Rojas-Castro, Arnaud Revel, Michel Ménard |
| 2015 | A State-Space Model for the Dynamic Random Subgraph Model. Rawya Zreik, Pierre Latouche, Charles Bouveyron |
| 2015 | A WiSARD-based multi-term memory framework for online tracking of objects. Daniel Nascimento, Rafael Lima de Carvalho, Félix Mora-Camino, Priscila M. V. Lima, Felipe M. G. França |
| 2015 | A flat neural network architecture to represent movement primitives with integrated sequencing. Andre Lemme, Jochen J. Steil |
| 2015 | A generalised label noise model for classification. Jakramate Bootkrajang |
| 2015 | A new fuzzy neural system with applications. Yuan Yuan Chai, Jun Chen, Wei Luo |
| 2015 | A new genetic algorithm for multi-label correlation-based feature selection. Suwimol Jungjit, Alex Alves Freitas |
| 2015 | A simple technique for improving multi-class classification with neural networks. Thomas Kopinski, Alexander Gepperth, Uwe Handmann |
| 2015 | Adaptive structure metrics for automated feedback provision in Java programming. Benjamin Paassen, Bassam Mokbel, Barbara Hammer |
| 2015 | Advances in learning analytics and educational data mining. Mehrnoosh Vahdat, Alessandro Ghio, Luca Oneto, Davide Anguita, Mathias Funk, Matthias Rauterberg |
| 2015 | An Ensemble Learning Technique for Multipartite Ranking. Stéphan Clémençon, Sylvain Robbiano |
| 2015 | An affinity matrix approach for structure selection of extreme learning machines. David Pinto, André P. Lemos, Antônio P. Braga |
| 2015 | An objective function for self-limiting neural plasticity rules. Rodrigo Echeveste, Claudius Gros |
| 2015 | Assessment of feature saliency of MLP using analytic sensitivity. Tommi Kärkkäinen |
| 2015 | Asynchronous decentralized convex optimization through short-term gradient averaging. Jérôme Fellus, David Picard, Philippe-Henri Gosselin |
| 2015 | Autoencoding time series for visualisation. Nikolaos Gianniotis, Sven Dennis Kügler, Peter Tiño, Kai Polsterer, Ranjeev Misra |
| 2015 | Bernoulli bandits: an empirical comparison. Nixon K. Ronoh, Reuben Odoyo, Edna Milgo, Madalina M. Drugan, Bernard Manderick |
| 2015 | Certainty-based prototype insertion/deletion for classification with metric adaptation. Lydia Fischer, Barbara Hammer, Heiko Wersing |
| 2015 | Combining dissimilarity measures for prototype-based classification. Ernest Mwebaze, Gjalt Bearda, Michael Biehl, Dietlind Zühlke |
| 2015 | Combining higher-order N-grams and intelligent sample selection to improve language modeling for Handwritten Text Recognition. Jafar Tanha, Jesse de Does, Katrien Depuydt |
| 2015 | Comparison of Numerical Models and Statistical Learning for Wind Speed Prediction. Nils André Treiber, Stephan Späth, Justin Heinermann, Lueder von Bremen, Oliver Kramer |
| 2015 | Data Analytics for Drilling Operational States Classifications. Galina V. Veres, Zoheir A. Sabeur |
| 2015 | Depth and height aware semantic RGB-D perception with convolutional neural networks. Hannes Schulz, Nico Höft, Sven Behnke |
| 2015 | Designing semantic feature spaces for brain-reading. Luepol Pipanmaekaporn, Ludmilla Tajtelbom, Vincent Guigue, Thierry Artières |
| 2015 | Diffusion Maps parameters selection based on neighbourhood preservation. Carlos M. Alaíz, Ángela Fernández, José R. Dorronsoro |
| 2015 | Discovering temporally extended features for reinforcement learning in domains with delayed causalities. Robert Lieck, Marc Toussaint |
| 2015 | Dynamic gesture recognition using Echo State Networks. Doreen Jirak, Pablo V. A. Barros, Stefan Wermter |
| 2015 | ESNigma: efficient feature selection for echo state networks. Davide Bacciu, Filippo Benedetti, Alessio Micheli |
| 2015 | Efficient unsupervised clustering for spatial birds population analysis along the river Loire. Aurore Payen, Ludovic Journaux, Clément Delion, Lucile Sautot, Bruno Faivre |
| 2015 | Enhancing learning at work. How to combine theoretical and data-driven approaches, and multiple levels of data? Virpi Kalakoski, Henriikka Ratilainen, Linda Drupsteen |
| 2015 | Ensemble Learning with Dynamic Ordered Pruning for Regression. Kaushala Dias, Terry Windeatt |
| 2015 | Exact ICL maximization in a non-stationary time extension of latent block model for dynamic networks. Marco Corneli, Pierre Latouche, Fabrice Rossi |
| 2015 | Exploiting the ODD framework to define a novel effective graph kernel. Giovanni Da San Martino, Nicolò Navarin, Alessandro Sperduti |
| 2015 | Fast greedy insertion and deletion in sparse Gaussian process regression. Jens Schreiter, Duy Nguyen-Tuong, Heiner Markert, Michael Hanselmann, Marc Toussaint |
| 2015 | Feature and kernel learning. Verónica Bolón-Canedo, Michele Donini, Fabio Aiolli |
| 2015 | Gabriel Graph for Dataset Structure and Large Margin Classification: A Bayesian Approach. Luiz C. B. Torres, Cristiano Leite Castro, Antônio P. Braga |
| 2015 | Gaussian process modelling of multiple short time series. Hande Topa, Antti Honkela |
| 2015 | Geometrical homotopy for data visualization. Diego Hernán Peluffo-Ordóñez, Juan Carlos Alvarado-Pérez, John Aldo Lee, Michel Verleysen |
| 2015 | Graphs in machine learning. An introduction. Pierre Latouche, Fabrice Rossi |
| 2015 | Hierarchical, prototype-based clustering of multiple time series with missing values. Pekka Wartiainen, Tommi Kärkkäinen |
| 2015 | High-School Dropout Prediction Using Machine Learning: A Danish Large-scale Study. Nicolae-Bogdan Sara, Rasmus Halland, Christian Igel, Stephen Alstrup |
| 2015 | Human Algorithmic Stability and Human Rademacher Complexity. Mehrnoosh Vahdat, Luca Oneto, Alessandro Ghio, Davide Anguita, Mathias Funk, Matthias Rauterberg |
| 2015 | I see you: on neural networks for indoor geolocation. Johannes Pohl, Andreas Noack |
| 2015 | I/S-Race: An iterative Multi-Objective Racing Algorithm for the SVM Parameter Selection Problem. Péricles Barbosa C. de Miranda, Paulo Ricardo da Silva Soares, Ricardo B. C. Prudêncio |
| 2015 | Improving the random forest algorithm by randomly varying the size of the bootstrap samples for low dimensional data sets. Md. Nasim Adnan, Md Zahidul Islam |
| 2015 | Learning Recurrent Dynamics using Differential Evolution. Sebastian Otte, Fabian Becker, Martin V. Butz, Marcus Liwicki, Andreas Zell |
| 2015 | Learning Sparse Feature Representations using Probabilistic Quadtrees and Deep Belief Nets. Saikat Basu, Manohar Karki, Sangram Ganguly, Robert DiBiano, Supratik Mukhopadhyay, Ramakrishna R. Nemani |
| 2015 | Learning features on tear film lipid layer classification. Beatriz Remeseiro, Verónica Bolón-Canedo, Amparo Alonso-Betanzos, Manuel G. Penedo |
| 2015 | Learning matrix quantization and variants of relevance learning. Kristin Domaschke, Marika Kaden, Mandy Lange, Thomas Villmann |
| 2015 | Learning missing edges via kernels in partially-known graphs. Senka Krivic, Sándor Szedmák, Hanchen Xiong, Justus H. Piater |
| 2015 | Learning objects from RGB-D sensors using point cloud-based neural networks. Marcelo Borghetti Soares, Pablo V. A. Barros, German Ignacio Parisi, Stefan Wermter |
| 2015 | Long Short Term Memory Networks for Anomaly Detection in Time Series. Pankaj Malhotra, Lovekesh Vig, Gautam Shroff, Puneet Agarwal |
| 2015 | Measuring scoring efficiency through goal expectancy estimation. Héctor Ruiz, Paulo Lisboa, Paul Neilson, Warren Gregson |
| 2015 | Median-LVQ for classification of dissimilarity data based on ROC-optimization. David Nebel, Thomas Villmann |
| 2015 | Memory Transfer in DRASiW-like Systems. Massimo De Gregorio, Maurizio Giordano |
| 2015 | Model Selection for Big Data: Algorithmic Stability and Bag of Little Bootstraps on GPUs. Luca Oneto, Bernardo Pilarz, Alessandro Ghio, Davide Anguita |
| 2015 | Morisita-based feature selection for regression problems. Jean Golay, Michael Leuenberger, Mikhail F. Kanevski |
| 2015 | Multi-objective optimization perspectives on reinforcement learning algorithms using reward vectors. Madalina M. Drugan |
| 2015 | NLDR methods for high dimensional NIRS dataset : application to vineyard soils characterization. Clément Delion, Ludovic Journaux, Aurore Payen, Lucile Sautot, Emmanuel Chevigny, Pierre Curmi |
| 2015 | On the equivalence between regularized NMF and similarity-augmented graph partitioning. Anthony Coutant, Hoel Le Capitaine, Philippe Leray |
| 2015 | On the use of machine learning techniques for the analysis of spontaneous reactions in automated hearing assessment. Verónica Bolón-Canedo, Alba Fernández, Amparo Alonso-Betanzos, Marcos Ortega, Manuel G. Penedo |
| 2015 | One-vs-all binarization technique in the context of random forest. Md. Nasim Adnan, Md Zahidul Islam |
| 2015 | Online Learning with Operator-valued Kernels. Julien Audiffren, Hachem Kadri |
| 2015 | Online One-class Classification for Intrusion Detection Based on the Mahalanobis Distance. Patric Nader, Paul Honeine, Pierre Beauseroy |
| 2015 | Online multiclass learning with "bandit" feedback under a Passive-Aggressive approach. Hongliang Zhong, Emmanuel Daucé, Liva Ralaivola |
| 2015 | Optimal transport for semi-supervised domain adaptation. Denis Rousselle, Stéphane Canu |
| 2015 | PCA-based algorithm for feature score measures ensemble construction. Andrey Filchenkov, Vladislav Dolganov, Ivan Smetannikov |
| 2015 | Pareto Local Search for MOMDP Planning. Chiel Kooijman, Maarten de Waard, Maarten Inja, Diederik M. Roijers, Shimon Whiteson |
| 2015 | Pareto front of bi-objective kernel-based nonnegative matrix factorization. Fei Zhu, Paul Honeine |
| 2015 | Powered-Two-Wheeler safety critical events recognition using a mixture model with quadratic logistic functions. Ferhat Attal, Abderrahmane Boubezoul, Allou Samé, Latifa Oukhellou |
| 2015 | Predicting the profitability of agricultural enterprises in dairy farming. Maria Yli-Heikkilä, Jukka Tauriainen, Mika Sulkava |
| 2015 | Prediction of concrete carbonation depth using decision trees. Woubishet Taffese, Esko Sistonen, Jari A. Puttonen |
| 2015 | Probabilistic Classification Vector Machine at large scale. Frank-Michael Schleif, Andrej Gisbrecht, Peter Tiño |
| 2015 | Rank-constrained optimization: a Riemannian manifold approach. Guifang Zhou, Wen Huang, Kyle A. Gallivan, Paul Van Dooren, Pierre-Antoine Absil |
| 2015 | Ranking Overlap and Outlier Points in Data using Soft Kernel Spectral Clustering. Raghvendra Mall, Rocco Langone, Johan A. K. Suykens |
| 2015 | Real-time activity recognition via deep learning of motion features. Kishore Konda, Pramod Chandrashekhariah, Roland Memisevic, Jochen Triesch |
| 2015 | Reducing offline evaluation bias of collaborative filtering. Arnaud De Myttenaere, Boris Golden, Bénédicte Le Grand, Fabrice Rossi |
| 2015 | Resource-efficient Incremental learning in very high dimensions. Alexander Gepperth, Mathieu Lefort, Thomas Hecht |
| 2015 | Revisiting ant colony algorithms to seismic faults detection. Walther Maciel, Cristina Nader Vasconcelos, Pedro Mario Silva, Marcelo Gattass |
| 2015 | Robust Visual Terrain Classification with Recurrent Neural Networks. Sebastian Otte, Stefan Laible, Richard Hanten, Marcus Liwicki, Andreas Zell |
| 2015 | SMO Lattices for the Parallel Training of Support Vector Machines. Markus Kächele, Günther Palm, Friedhelm Schwenker |
| 2015 | Search Strategies for Binary Feature Selection for a Naive Bayes Classifier. Tsirizo Rabenoro, Jérôme Lacaille, Marie Cottrell, Fabrice Rossi |
| 2015 | Solar PV Power Forecasting Using Extreme Learning Machine and Information Fusion. Hélène Le Cadre, Ignacio Aravena, Anthony Papavasiliou |
| 2015 | Solving constrained Lasso and Elastic Net using nu-SVMs. Carlos M. Alaíz, Alberto Torres, José R. Dorronsoro |
| 2015 | Supervised Manifold Learning with Incremental Stochastic Embeddings. Oliver Kramer |
| 2015 | Survival Analysis with Cox Regression and Random Non-linear Projections. Samuel Branders, Benoît Frénay, Pierre Dupont |
| 2015 | The prediction of learning performance using features of note taking activities. Minoru Nakayama, Kouichi Mutsuura, Hiroh Yamamoto |
| 2015 | The use of RBF neural network to predict building's corners hygrothermal behavior. Roberto Zanetti Freire, Gerson H. dos Santos, Leandro dos Santos Coelho, Viviana Cocco Mariani, Divani da S. Carvalho |
| 2015 | Thompson Sampling for Multi-Objective Multi-Armed Bandits Problem. Saba Q. Yahyaa, Bernard Manderick |
| 2015 | Towards a Tomographic Index of Systemic Risk Measures. Kaj-Mikael Björk, Patrick Kouontchou, Amaury Lendasse, Yoan Miché, Bertrand Maillet |
| 2015 | Training Multi-Layer Perceptron with Multi-Objective Optimization and Spherical Weights Representation. Honovan P. Rocha, Marcelo Azevedo Costa, Antônio P. Braga |
| 2015 | Unsupervised Dimensionality Reduction for Transfer Learning. Patrick Blöbaum, Alexander Schulz, Barbara Hammer |
| 2015 | Unsupervised dimensionality reduction: the challenge of big data visualization. Kerstin Bunte, John Aldo Lee |
| 2015 | Using self-organizing maps for regression: the importance of the output function. Thomas Hecht, Mathieu Lefort, Alexander Gepperth |
| 2015 | Using the Mean Absolute Percentage Error for Regression Models. Arnaud De Myttenaere, Boris Golden, Bénédicte Le Grand, Fabrice Rossi |
| 2015 | Weighted Clustering of Sparse Educational Data. Mirka Saarela, Tommi Kärkkäinen |