| 2014 | 22th European Symposium on Artificial Neural Networks, ESANN 2014, Bruges, Belgium, April 23-25, 2014 |
| 2014 | A HMM-based pre-training approach for sequential data. Luca Pasa, Alberto Testolin, Alessandro Sperduti |
| 2014 | A New Error-Correcting Syndrome Decoder with Retransmit Signal Implemented with an Hardlimit Neural Network. José Barahona da Fonseca |
| 2014 | A Random Forest proximity matrix as a new measure for gene annotation. José A. Seoane, Ian N. M. Day, Juan P. Casas, Colin Campbell, Tom R. Gaunt |
| 2014 | A comprehensive introduction to label noise. Benoît Frénay, Ata Kabán |
| 2014 | A multi-class extension for multi-labeler support vector machines. Diego Hernán Peluffo-Ordóñez, Santiago Murillo Rendón, Julián D. Arias-Londoño, Germán Castellanos-Domínguez |
| 2014 | A new approach for multiple instance learning based on a homogeneity bag operator. Alexandre Wagner Chagas Faria, David Menotti, André Paim Lemos, Antônio de Pádua Braga |
| 2014 | A new biologically plausible supervised learning method for spiking neurons. Aboozar Taherkhani, Ammar Belatreche, Yuhua Li, Liam P. Maguire |
| 2014 | A new model selection approach for the ELM network using metaheuristic optimization. Ananda Freire, Guilherme A. Barreto |
| 2014 | A robust regularization path for the Doubly Regularized Support Vector Machine. Antoine Lachaud, Stéphane Canu, David Mercier, Frédéric Suard |
| 2014 | Adaptive distance measures for sequential data. Bassam Mokbel, Benjamin Paaßen, Barbara Hammer |
| 2014 | Advances on Weightless Neural Systems. Massimo De Gregorio, Felipe M. G. França, Priscila M. V. Lima, Wilson Rosa de Oliveira |
| 2014 | Agglomerative hierarchical kernel spectral clustering for large scale networks. Raghvendra Mall, Rocco Langone, Johan A. K. Suykens |
| 2014 | An Extreme Learning Approach to Active Learning. Euler G. Horta, Antônio de Pádua Braga |
| 2014 | An Optimized Learning Algorithm Based on Linear Filters Suitable for Hardware implemented Self-Organizing Maps. Marta Kolasa, Rafal Dlugosz, Tomasz Talaska, Witold Pedrycz |
| 2014 | An adjustable p-exponential clustering algorithm. Valmir Macário Filho, Francisco de Assis Tenório de Carvalho |
| 2014 | An application of the temporal difference algorithm to the truck backer-upper problem. Christopher J. Gatti, Mark J. Embrechts |
| 2014 | Analysis of the Weighted Fuzzy C-means in the problem of source location. Everton Z. Nadalin, Rodrigo C. Silva, Romis Attux, João M. T. Romano |
| 2014 | Application of Newton's Method to action selection in continuous state- and action-space reinforcement learning. Barry D. Nichols, Dimitris C. Dracopoulos |
| 2014 | Applications of lp-Norms and their Smooth Approximations for Gradient Based Learning Vector Quantization. Mandy Lange, Dietlind Zühlke, Olaf Holz, Thomas Villmann |
| 2014 | Augmented hashing for semi-supervised scenarios. Zalán Bodó, Lehel Csató |
| 2014 | Bayesian non-parametric parsimonious clustering. Faicel Chamroukhi, Marius Bartcus, Hervé Glotin |
| 2014 | Beyond histograms: why learned structure-preserving descriptors outperform HOG. Thomas Guthier, Volker Willert, Julian Eggert |
| 2014 | Byte The Bullet: Learning on Real-World Computing Architectures. Alessandro Ghio, Luca Oneto |
| 2014 | Can you follow that guy? Mariacarla Staffa, Massimo De Gregorio, Maurizio Giordano, Silvia Rossi |
| 2014 | Capturing confounding sources of variation in DNA methylation data by spatiotemporal independent component analysis. Emilie Renard, Andrew E. Teschendorff, Pierre-Antoine Absil |
| 2014 | Choosing the Metric in High-Dimensional Spaces Based on Hub Analysis. Dominik Schnitzer, Arthur Flexer |
| 2014 | Classifying Patterns in a Spiking Neural Network. Brian Gardner, André Grüning |
| 2014 | Comparison of local and global undirected graphical models. Zhemin Zhu, Djoerd Hiemstra, Peter M. G. Apers, Andreas Wombacher |
| 2014 | Context- and cost-aware feature selection in ultra-low-power sensor interfaces. Steven Lauwereins, Komail M. H. Badami, Wannes Meert, Marian Verhelst |
| 2014 | Credal decision trees in noisy domains. Carlos Javier Mantas, Joaquín Abellán |
| 2014 | Credit analysis with a clustering RAM-based neural classifier. Douglas de O. Cardoso, Danilo S. Carvalho, Daniel S. F. Alves, Diego Fonseca Pereira de Souza, Hugo C. C. Carneiro, Carlos Eduardo Pedreira, Priscila M. V. Lima, Felipe M. G. França |
| 2014 | DELA: A Dynamic Online Ensemble Learning Algorithm. Hamid Bouchachia, Emili Balaguer-Ballester |
| 2014 | Data normalization and supervised learning to assess the condition of patients with multiple sclerosis based on gait analysis. Samir Azrour, Sébastien Piérard, Pierre Geurts, Marc Van Droogenbroeck |
| 2014 | Dimensionality reduction in decentralized networks by Gossip aggregation of principal components analyzers. Jérôme Fellus, David Picard, Philippe Henri Gosselin |
| 2014 | Direct Model-Predictive Control. Jean-Joseph Christophe, Jérémie Decock, Olivier Teytaud |
| 2014 | Discrimination of visual pedestrians data by combining projection and prediction learning. Mathieu Lefort, Alexander Gepperth |
| 2014 | Dynamic ensemble selection and instantaneous pruning for regression. Kaushala Dias, Terry Windeatt |
| 2014 | Easy multiple kernel learning. Fabio Aiolli, Michele Donini |
| 2014 | Electric load forecasting using wavelet transform and extreme learning machine. Song Li, Peng Wang, Lalit Goel |
| 2014 | Enhanced NMF initialization using a physical model for pollution source apportionment. Marc Plouvin, Abdelhakim Limem, Matthieu Puigt, Gilles Delmaire, Gilles Roussel, Dominique Courcot |
| 2014 | Ensembles of extreme learning machine networks for value prediction. Pablo Escandell-Montero, José María Martínez-Martínez, Emilio Soria-Olivas, Joan Vila-Francés, José David Martín-Guerrero |
| 2014 | Evidence build-up facilitates on-line adaptivity in dynamic environments: example of the BCI P300-speller. Emmanuel Daucé, Eoin M. Thomas |
| 2014 | Exploiting similarity in system identification tasks with recurrent neural networks. Sigurd Spieckermann, Siegmund Düll, Steffen Udluft, Alexander Hentschel, Thomas A. Runkler |
| 2014 | Extracting rules from DRASiW's "mental images". Paulo Coutinho, Hugo C. C. Carneiro, Danilo S. Carvalho, Felipe M. G. França |
| 2014 | Extreme learning machines for Internet traffic classification. Joseph Ghafari, Emmanuel Herbert, Stéphane Sénécal, Daniel Migault, Stanislas Francfort, Ting Liu |
| 2014 | FINGeR: Framework for interactive neural-based gesture recognition. German Ignacio Parisi, Pablo V. A. Barros, Stefan Wermter |
| 2014 | Feature selection in environmental data mining combining Simulated Annealing and Extreme Learning Machine. Michael Leuenberger, Mikhail F. Kanevski |
| 2014 | Finding Originally Mislabels with MD-ELM. Anton Akusok, David Veganzones, Yoan Miché, Eric Séverin, Amaury Lendasse |
| 2014 | Fine-tuning of support vector machine parameters using racing algorithms. Péricles B. C. Miranda, Paulo Ricardo da Silva Soares, Ricardo B. C. Prudêncio |
| 2014 | Implicitly and explicitly constrained optimization problems for training of recurrent neural networks. Carl-Johan Thore |
| 2014 | Improved Cat Swarm Optimization approach applied to reliability-redundancy problem. Carlos Eduardo Klein, Leandro dos Santos Coelho, Ângelo M. O. Sant'Anna, Roberto Zanetti Freire, Viviana Cocco Mariani |
| 2014 | Improving accuracy by reducing the importance of hubs in nearest-neighbor recommendations. François Fouss, Clémentine Van Parijs |
| 2014 | Improving the Robustness of Bagging with Reduced Sampling Size. Maryam Sabzevari, Gonzalo Martínez-Muñoz, Alberto Suárez |
| 2014 | Improving the firefly algorithm through the Barnes-Hut tree code. Kiril Ralinovski |
| 2014 | Interactive dimensionality reduction for visual analytics. Ignacio Díaz Blanco, Abel Alberto Cuadrado Vega, Daniel Pérez, Francisco J. García-Fernández, Michel Verleysen |
| 2014 | Iterative ARIMA-multiple support vector regression models for long term time series prediction. João F. L. Oliveira, Teresa Bernarda Ludermir |
| 2014 | Joint SVM for Accurate and Fast Image Tagging. Hanchen Xiong, Sándor Szedmák, Justus H. Piater |
| 2014 | Kernel methods for mixed feature selection. Jérôme Paul, Pierre Dupont |
| 2014 | Learning and modeling big data. Barbara Hammer, Haibo He, Thomas Martinetz |
| 2014 | Learning predictive partitions for continuous feature spaces. Björn Weghenkel, Laurenz Wiskott |
| 2014 | Learning resets of neural working memory. Jaldert O. Rombouts, Pieter R. Roelfsema, Sander M. Bohté |
| 2014 | Learning state prediction using a weightless neural explorer. Igor Aleksander, Helen Morton |
| 2014 | Learning with few bits on small-scale devices: From regularization to energy efficiency. Davide Anguita, Alessandro Ghio, Luca Oneto, Sandro Ridella |
| 2014 | Lightning fast asynchronous distributed k-means clustering. Árpád Berta, István Hegedüs, Róbert Ormándi |
| 2014 | Linear Scalarized Knowledge Gradient in the Multi-Objective Multi-Armed Bandits Problem. Saba Q. Yahyaa, Madalina M. Drugan, Bernard Manderick |
| 2014 | Machine learning techniques to assess the performance of a gait analysis system. Sébastien Piérard, Rémy Phan-Ba, Marc Van Droogenbroeck |
| 2014 | Meta Online Learning: Experiments on a Unit Commitment Problem. Jialin Liu, Olivier Teytaud |
| 2014 | Misclassification of class C G-protein-coupled receptors as a label noise problem. Caroline König, Alfredo Vellido Alcacena, René Alquézar Mancho, Jesús Giraldo |
| 2014 | Mobility Prediction Using Fully-Complex Extreme Learning Machines. Lahouari Ghouti |
| 2014 | Modeling consumption of contents and advertising in online newspapers. Iago Porto-Díaz, David Martínez-Rego, Oscar Fontenla-Romero, Amparo Alonso-Betanzos |
| 2014 | Multi-Step Ahead Forecasting of Road Condition Using Least Squares Support Vector Regression. Konsta Sirvio, Jaakko Hollmén |
| 2014 | Multiscale stochastic neighbor embedding: Towards parameter-free dimensionality reduction. John Aldo Lee, Diego Hernán Peluffo-Ordóñez, Michel Verleysen |
| 2014 | NMF-Density: NMF-Based Breast Density Classifier. Lahouari Ghouti, Abdullah Owaidh |
| 2014 | Naive Augmenting Q-Learning to Process Feature-Based Representations of States. Janis Zuters |
| 2014 | Neural network based 2D/3D fusion for robotic object recognition. Louis-Charles Caron, Yang Song, David Filliat, Alexander Gepperth |
| 2014 | On the complexity of shallow and deep neural network classifiers. Monica Bianchini, Franco Scarselli |
| 2014 | Online tracking of multiple objects using WiSARD. Rafael Lima de Carvalho, Danilo S. Carvalho, Priscila M. V. Lima, Félix Mora-Camino, Felipe M. G. França |
| 2014 | Optimal Data Projection for Kernel Spectral Clustering. Diego Hernán Peluffo-Ordóñez, Carlos Alzate, Johan A. K. Suykens, Germán Castellanos-Domínguez |
| 2014 | Optimization of General Statistical Accuracy Measures for Classification Based on Learning Vector Quantization. Marika Kaden, Wieland Hermann, Thomas Villmann |
| 2014 | Parameter-free regularization in Extreme Learning Machines with affinity matrices. Leonardo José Silvestre, André Paim Lemos, João Pedro Braga, Antônio de Pádua Braga |
| 2014 | Predicting Grain Protein Content of Winter Wheat. Majdi Mansouri, Marie-France Destain, Benjamin Dumont |
| 2014 | Probabilistic automata simulation with single layer weightless neural networks. Adenilton J. da Silva, Wilson Rosa de Oliveira, Teresa Bernarda Ludermir |
| 2014 | Proximity learning for non-standard big data. Frank-Michael Schleif |
| 2014 | Recent methods for dimensionality reduction: A brief comparative analysis. Diego Hernán Peluffo-Ordóñez, John Aldo Lee, Michel Verleysen |
| 2014 | Recent trends in learning of structured and non-standard data. Frank-Michael Schleif, Peter Tiño, Thomas Villmann |
| 2014 | Region of interest detection using MLP. Tommi Kärkkäinen, Alexandr V. Maslov, Pekka Wartiainen |
| 2014 | Rejection strategies for learning vector quantization. Lydia Fischer, Barbara Hammer, Heiko Wersing |
| 2014 | Relevance Learning for Dimensionality Reduction. Alexander Schulz, Andrej Gisbrecht, Barbara Hammer |
| 2014 | Reweighted l1 Dual Averaging Approach for Sparse Stochastic Learning. Vilen Jumutc, Johan A. K. Suykens |
| 2014 | Robust outlier detection with L0-SVDD. Meriem El Azami, Carole Lartizien, Stéphane Canu |
| 2014 | Segmented shape-symbolic time series representation. Herbert Teun Kruitbosch, Ioannis Giotis, Michael Biehl |
| 2014 | Selective Neural Network Ensembles in Reinforcement Learning. Stefan Faußer, Friedhelm Schwenker |
| 2014 | Self-organizing map for determination of goal candidates in mobile robot exploration. Jan Faigl, Peter Vanìk, Miroslav Kulich |
| 2014 | Sparse one hidden layer MLPs. Alberto Torres, David Díaz, José R. Dorronsoro |
| 2014 | Speedy greedy feature selection: Better redshift estimation via massive parallelism. Fabian Gieseke, Kai Lars Polsterer, Cosmin Eugen Oancea, Christian Igel |
| 2014 | Spiking AGREL. Davide Zambrano, Jaldert O. Rombouts, Cecilia Laschi, Sander M. Bohté |
| 2014 | Spiking Neural Networks: Principles and Challenges. André Grüning, Sander M. Bohté |
| 2014 | Supervised Generative Models for Learning Dissimilarity Data. David Nebel, Barbara Hammer, Thomas Villmann |
| 2014 | Support Vector Ordinal Regression using Privileged Information. Fengzhen Tang, Peter Tiño, Pedro Antonio Gutiérrez, Huanhuan Chen |
| 2014 | Supporting GNG-based clustering with local input space histograms. Jochen Kerdels, Gabriele Peters |
| 2014 | Swim velocity profile identification through a Dynamic Self-adaptive Multiobjective Harmonic Search and RBF neural networks. Helon V. H. Ayala, Luciano Ferreira da Cruz, Leandro dos Santos Coelho, Roberto Zanetti Freire |
| 2014 | Tensor decomposition of dense SIFT descriptors in object recognition. Tan Vo, Dat Tran, Wanli Ma |
| 2014 | The Choquet kernel for monotone data. Ali Fallah Tehrani, Marc Strickert, Eyke Hüllermeier |
| 2014 | The Sum-over-Forests clustering. Mathieu Senelle, Marco Saerens, François Fouss |
| 2014 | The one-sided mean kernel: a positive definite kernel for time series. Nicolas Chrysanthos, Pierre Beauseroy, Hichem Snoussi, Edith Grall-Maës, Fabrice Ferrand |
| 2014 | Toward STDP-based population action in large networks of spiking neurons. Emmanuel Daucé |
| 2014 | Toward parallel feature selection from vertically partitioned data. Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Joana Cerviño-Rabuñal |
| 2014 | Towards an effective multi-map self organizing recurrent neuronal network. Denis Baheux, Hervé Frezza-Buet, Jérémy Fix |
| 2014 | Training a classical weightless neural network in a quantum computer. Adenilton J. da Silva, Wilson Rosa de Oliveira, Teresa Bernarda Ludermir |
| 2014 | Using Shannon Entropy as EEG Signal Feature for Fast Person Identification. Dinh Q. Phung, Dat Tran, Wanli Ma, Phuoc Nguyen, Tien Pham |
| 2014 | Utilization of Chemical Structure Information for Analysis of Spectra Composites. Kristin Domaschke, André Roßberg, Thomas Villmann |
| 2014 | Vector space weightless neural networks. Wilson Rosa de Oliveira, Adenilton J. da Silva, Teresa Bernarda Ludermir |
| 2014 | Weighted tree kernels for sequence analysis. Christopher Bowles, James Hogan |
| 2014 | reject option paradigm for the reduction of support vectors. Ricardo Gamelas Sousa, Ajalmar R. da Rocha Neto, Guilherme A. Barreto, Jaime S. Cardoso, Miguel T. Coimbra |