Table of Contents

• Advanced query strategies for Active Learning with Extreme Learning MachinesAnton Akusok, Emil Eirola, Yoan Miché, Andrey Gritsenko, Amaury Lendasse. [doi]
• Predicting Time Series with Space-Time Convolutional and Recurrent Neural NetworksWolfgang Groß, Sascha Lange, Joschka Bödecker, Manuel Blum 0002. [doi]
• ELM vs. WiSARD: a performance comparisonLuiz Oliveira, Felipe M. G. França. [doi]
• Algorithmic challenges in big data analyticsVerónica Bolón-Canedo, Beatriz Remeseiro, Konstantinos Sechidis, David Martínez-Rego, Amparo Alonso-Betanzos. [doi]
• TimeNet: Pre-trained deep recurrent neural network for time series classificationPankaj Malhotra, Vishnu TV, Lovekesh Vig, Puneet Agarwal, Gautam Shroff. [doi]
• Reducing variance due to importance weighting in covariate shift bias correctionVan-Tinh Tran, Alex Aussem. [doi]
• Local Lyapunov Exponents of Deep RNNClaudio Gallicchio, Alessio Micheli, Luca Silvestri. [doi]
• Moving Least Squares Support Vector Machines for weather temperature predictionZahra Karevan, Yunlong Feng, Johan A. K. Suykens. [doi]
• A multi-criteria meta-learning method to select under-sampling algorithms for imbalanced datasetsRomero F. A. B. de Morais, Péricles B. C. de Miranda, Ricardo M. A. Silva. [doi]
• Multiscale Spatio-Temporal Data Aggregation and Mapping for Urban Data ExplorationAnaïs Rémy, Etienne Côme. [doi]
• Partition-wise Recurrent Neural Networks for Point-based AIS Trajectory ClassificationXiang Jiang 0001, Erico N. de Souza, Xuan Liu, Behrouz Haji Soleimani, Xiaoguang Wang, Daniel L. Silver, Stan Matwin. [doi]
• A performance acceleration algorithm of spectral unmixing via subset selectionJing Ke, Yi Guo, Arcot Sowmya, Tomasz Bednarz. [doi]
• Complex activity patterns generated by short-term synaptic plasticityBulcsú Sándor, Claudius Gros. [doi]
• Non-negative decomposition of geophysical dynamicsManuel Lopez-Radcenco, Abdeldjalil Aïssa-El-Bey, Pierre Ailliot, Ronan Fablet. [doi]
• Distance metric learning: a two-phase approachBac Nguyen, Carlos Morell, Bernard De Baets. [doi]
• The Conjunctive Disjunctive Node KernelDinh Tran-Van, Alessandro Sperduti, Fabrizio Costa. [doi]
• Randomized Machine Learning Approaches: Recent Developments and ChallengesClaudio Gallicchio, José David Martín-Guerrero, Alessio Micheli, Emilio Soria-Olivas. [doi]
• A novel principle for causal inference in data with small error variancePatrick Blöbaum, Shohei Shimizu, Takashi Washio. [doi]
• Anomaly detection and characterization in smart card logs using NMF and TweetsEmeric Tonnelier, Nicolas Baskiotis, Vincent Guigue, Patrick Gallinari. [doi]
• Indoor air pollutant sources using Blind Source Separation MethodsRachid Ouaret, Anda Ionescu, Olivier Ramalho, Yves Candau. [doi]
• Comparison of strategies to learn from imbalanced classes for computer aided diagnosis of inborn steroidogenic disordersSreejita Ghosh, Elizabeth Sarah Baranowski, Rick van Veen, Gert-Jan de Vries, Michael Biehl, Wiebke Arlt, Peter Tiño, Kerstin Bunte. [doi]
• Support vector components analysisMichiel van der Ree, Jos B. T. M. Roerdink, Christophe Phillips, Gaëtan Garraux, Eric Salmon, Marco Wiering. [doi]
• POKer: a Partial Order Kernel for Comparing Strings with Alternative SubstringsMaryam Abdollahyan, Fabrizio Smeraldi. [doi]
• Environmental signal processing: new trends and applicationsMatthieu Puigt, Gilles Delmaire, Gilles Roussel. [doi]
• Solving Inverse Source Problems for Sources with Arbitrary Shapes using Sensor NetworksJohn Murray-Bruce, Pier Luigi Dragotti. [doi]
• Scalable Hybrid Deep Neural Kernel NetworksSiamak Mehrkanoon, Andreas Zell, Johan A. K. Suykens. [doi]
• Spikes as regularizersAnders Søgaard. [doi]
• Learning human behaviors and lifestyle by capturing temporal relations in mobility patternsEyal Ben Zion, Boaz Lerner. [doi]
• Acceleration of Prototype Based Models with Cascade ComputationCem Karaoguz, Alexander Gepperth. [doi]
• Piecewise-Bézier C1 smoothing on manifolds with application to wind field estimationPierre-Yves Gousenbourger, Estelle M. Massart, Antoni Musolas, Pierre-Antoine Absil, Julien M. Hendrickx, Laurent Jacques, Youssef Marzouk. [doi]
• Scalable approximate k-NN Graph construction based on Locality Sensitive HashingCarlos Eiras-Franco, Leslie Kanthan, Amparo Alonso-Betanzos, David Martínez-Rego. [doi]
• Hierarchical Combination of Video Features for Personalised Pain Level RecognitionPatrick Thiam, Viktor Kessler, Friedhelm Schwenker. [doi]
• Real-time convolutional networks for sonar image classification in low-power embedded systemsMatias Valdenegro-Toro. [doi]
• Comparison of adaptive MCMC methodsEdna Milgo, Nixon K. Ronoh, Peter Waiganjo Wagacha, Bernard Manderick. [doi]
• Algebraic multigrid support vector machinesEhsan Sadrfaridpour, Sandeep Jeereddy, Ken Kennedy, André Luckow, Talayeh Razzaghi, Ilya Safro. [doi]
• Physical activity recognition from sub-bandage sensors using both feature selection and extractionThiago Turchetti Maia, Fabio Di Francesco, Valentina Dini, Beatrice Lazzerini, Marco Romanelli 0001, Pietro Salvo. [doi]
• Learning sparse models of diffusive graph signalsShuyu Dong, Dorina Thanou, Pierre-Antoine Absil, Pascal Frossard. [doi]
• Degrees of Freedom in Regression EnsemblesHenry W. J. Reeve, Gavin Brown 0001. [doi]
• Myoelectrical signal classification based on S transform and two-directional 2DPCAHong-Bo Xie, Hui Liu. [doi]
• Fine-grained event learning of human-object interaction with LSTM-CRFTuan Do, James Pustejovsky. [doi]
• An EM transfer learning algorithm with applications in bionic hand prosthesesBenjamin Paassen, Alexander Schulz 0001, Janne Hahne, Barbara Hammer. [doi]
• Outlining a simple and robust method for the automatic detection of EEG arousalsIsaac Fernández-Varela, Diego Álvarez-Estévez, Elena Hernández-Pereira, Vicente Moret-Bonillo. [doi]
• Accelerating stochastic kernel SOMJérôme Mariette, Fabrice Rossi, Madalina Olteanu, Nathalie Villa-Vialaneix. [doi]
• Mutual information for improving the efficiency of the SCH algorithmDiego Fernández-Francos, Oscar Fontenla-Romero, Amparo Alonso-Betanzos, Gavin Brown 0001. [doi]
• Viral initialization for spectral clusteringVahan Petrosyan, Alexandre Proutière. [doi]
• Automatic crime report classi cation through a weightless neural networkRafael Adnet Pinho, Walkir Brito, Claudia Lage Rebello da Motta, Priscila Lima. [doi]
• Investigating optical transmission error correction using wavelet transformsWeam M. Binjumah, Alexey Redyuk, Rod Adams, Neil Davey, Yi Sun 0001. [doi]
• Processing, mining and visualizing massive urban dataPierre Borgnat, Etienne Côme, Latifa Oukhellou. [doi]
• Latent variable analysis in hospital electric power demand using non-negative matrix factorizationDiego García, Ignacio Díaz Blanco, Daniel Pérez-López, Abel Alberto Cuadrado Vega, Manuel Domínguez-González. [doi]
• High dimensionality voltammetric biosensor data processed with artificial neural networksAndreu González-Calabuig, Georgina Faura, Manel del Valle. [doi]
• A neuro-symbolic approach to GPS trajectory classificationDiego Carvalho 0001, Felipe M. G. França, Raul Barbosa, Douglas de O. Cardoso. [doi]
• Extracting urban water usage habits from smart meter data: a functional clustering approachNicolas Cheifetz, Allou Samé, Zineb Sabir, Anne-Claire Sandraz, Cédric Féliers. [doi]
• Dropout Prediction at University of Genoa: a Privacy Preserving Data Driven ApproachLuca Oneto, Anna Siri, Gianvittorio Luria, Davide Anguita. [doi]
• Fusion of Stereo Vision for Pedestrian Recognition using Convolutional Neural NetworksDanut Ovidiu Pop, Alexandrina Rogozan, Fawzi Nashashibi, Abdelaziz Bensrhair. [doi]
• The Top 10 Topics in Machine Learning Revisited: A Quantitative Meta-StudyPatrick O. Glauner, Manxing Du, Victor Paraschiv, Andrey Boytsov, Isabel Lopez Andrade, Jorge Augusto Meira, Petko Valtchev, Radu State. [doi]
• A decision support system based on cellular automata to help the control of late blight in tomato culturesGizelle Kupac Vianna, Gustavo Sucupira Oliveira, Gabriel Vargas Cunha. [doi]
• Efficient Neural-based patent document segmentation with Term Order ProbabilitiesDanilo Silva de Carvalho, Minh Le Nguyen. [doi]
• Attention-based Information Fusion using Multi-Encoder-Decoder Recurrent Neural NetworksStephan Baier, Sigurd Spieckermann, Volker Tresp. [doi]
• Scholar Performance Prediction using Boosted Regression Trees TechniquesBernardo Stearns, Fabio Rangel, Flavio Rangel, Fabrício Firmino De Faria, Jonice Oliveira. [doi]
• Generalization Performances of Randomized Classifiers and Algorithms built on Data Dependent DistributionsLuca Oneto, Sandro Ridella, Davide Anguita. [doi]
• Impact of the initialisation of a blind unmixing method dealing with intra-class variabilityCharlotte Revel, Yannick Deville, Véronique Achard, Xavier Briottet. [doi]
• Feature Relevance Bounds for Linear ClassificationChristina Göpfert, Lukas Pfannschmidt, Barbara Hammer. [doi]
• WiSARDrp for Change Detection in Video SequencesMassimo De Gregorio, Maurizio Giordano. [doi]
• Using degree constrained gravity null-models to understand the structure of journeys' networks in bicycle sharing systemsRémy Cazabet, Pierre Borgnat, Pablo Jensen. [doi]
• Non-negative matrix factorization as a pre-processing tool for travelers temporal profiles clusteringLéna Carel, Pierre Alquier. [doi]
• Imitation learning for a continuum trunk robotMilad Malekzadeh Shafaroudi, Jeffrey F. Queißer, Jochen J. Steil. [doi]
• A Robust Minimal Learning Machine based on the M-EstimatorJoão P. P. Gomes, Diego P. P. Mesquita, Ananda Freire, Amauri H. Souza Júnior, Tommi Kärkkäinen. [doi]
• Active learning strategy for CNN combining batchwise Dropout and Query-By-CommitteeMelanie Ducoffe, Frédéric Precioso. [doi]
• A Deep Q-Learning Agent for L-Game with Variable Batch TrainingPetros Giannakopoulos, Yannis Cotronis. [doi]
• Application of Tensor and Matrix Completion on Environmental Sensing DataMichalis Giannopoulos, Sofia Savvaki, Grigorios Tsagkatakis, Panagiotis Tsakalides. [doi]
• Learning convolutional neural network to maximize Pos@Top performance measureYanyan Geng, Ru-Ze Liang, Weizhi Li, Jingbin Wang, Gaoyuan Liang, Chenhao Xu, Jing-Yan Wang. [doi]
• Supporting generative models of spatial behavior by user interactionRonny Hug, Wolfgang Hübner, Michael Arens. [doi]
• Feature Extraction and Learning for RSSI based Indoor Device LocalizationStavros Timotheatos, Grigorios Tsagkatakis, Panagiotis Tsakalides, Panos E. Trahanias. [doi]
• ELM Preference Learning for Physiological DataDavide Bacciu, Michele Colombo, Davide Morelli, David Plans. [doi]
• Bridging deep and kernel methodsLluís Belanche, Marta R. Costa-Jussà. [doi]
• Fisher memory of linear Wigner echo state networksPeter Tiño. [doi]
• Structure optimization for deep multimodal fusion networks using graph-induced kernelsDhanesh Ramachandram, Michal Lisicki, Timothy J. Shields, Mohamed R. Amer, Graham W. Taylor. [doi]
• Training convolutional networks with weight-wise adaptive learning ratesAlan Mosca, George D. Magoulas. [doi]
• Random projection initialization for deep neural networksPiotr Iwo Wójcik, Marcin Kurdziel. [doi]
• Uncertain photometric redshifts via combining deep convolutional and mixture density networksAntonio D'Isanto, Kai Lars Polsterer. [doi]
• Hyper-spectral frequency selection for the classification of vegetation diseasesKlaas Dijkstra, Jaap van de Loosdrecht, Lambert Schomaker, Marco Wiering. [doi]
• A Simple Cluster Validation Index with Maximal CoverageSusanne Jauhiainen, Tommi Kärkkäinen. [doi]
• Invariant representations of images for better learningMuthuvel Murugan Issakkimuthu, Subrahmanyam K. V.. [doi]
• Approximate operations in Convolutional Neural Networks with RNS data representationValentina Arrigoni, Beatrice Rossi, Pasqualina Fragneto, Giuseppe Desoli. [doi]
• Learning null space projections fastJeevan Manavalan, Matthew Howard. [doi]
• Pseudo-analytical solutions for stochastic options pricing using Monte Carlo simulation and Breeding PSO-trained neural networksSam Palmer, Denise Gorse. [doi]
• Biomedical data analysis in translational research: integration of expert knowledge and interpretable modelsGyan Bhanot, Michael Biehl, Thomas Villmann, Dietlind Zühlke. [doi]
• Learning dot-product polynomials for multiclass problemsIvano Lauriola, Michele Donini, Fabio Aiolli. [doi]
• Criticality in BiocomputationTjeerd Olde Scheper. [doi]
• Approximated Neighbours MinHash Graph Node KernelNicolò Navarin, Alessandro Sperduti. [doi]
• Prediction of preterm infant mortality with Gaussian process classificationOlli-Pekka Rinta-Koski, Simo Särkkä, Jaakko Hollmén, Markus Leskinen, Sture Andersson. [doi]
• Large-scale nonlinear dimensionality reduction for network intrusion detectionYasir Hamid, Ludovic Journaux, John Aldo Lee, Lucile Sautot, Nabi Bushra, M. Sugumaran. [doi]
• A distributed approach for classification using distance metricsLaura Morán-Fernández, Verónica Bolón-Canedo, Amparo Alonso-Betanzos. [doi]
• Detection of non-recurrent road traffic events based on clustering indicatorsPierre-Antoine Laharotte, Romain Billot, Nour-Eddin El Faouzi. [doi]
• Collaborative filtering with neural networksJosef Feigl, Martin Bogdan. [doi]
• Learning Semantic Prediction using Pretrained Deep Feedforward NetworksJörg Wagner, Volker Fischer, Michael Herman, Sven Behnke. [doi]
• Fast hyperparameter selection for graph kernels via subsampling and multiple kernel learningMichele Donini, Nicolò Navarin, Ivano Lauriola, Fabio Aiolli, Fabrizio Costa. [doi]
• Feature Extraction for On-Road Vehicle Detection Based on Support Vector MachineSamuel Giatti Silva Filho, Roberto Zanetti Freire, Leandro dos Santos Coelho. [doi]
• Deep convolutional neural networks for detecting noisy neighbours in cloud infrastructureBruno Ordozgoiti, Alberto Mozo, Sandra Gómez Canaval, Udi Margolin, Elisha J. Rosensweig, Itai Segall. [doi]