| 2015 | A State-Space Model for the Dynamic Random Subgraph Model. | Rawya Zreik, Pierre Latouche, Charles Bouveyron |
| 2015 | Pareto front of bi-objective kernel-based nonnegative matrix factorization. | Fei Zhu, Paul Honeine |
| 2015 | Rank-constrained optimization: a Riemannian manifold approach. | Guifang Zhou, Wen Huang, Kyle A. Gallivan, Paul Van Dooren, Pierre-Antoine Absil |
| 2015 | Online multiclass learning with "bandit" feedback under a Passive-Aggressive approach. | Hongliang Zhong, Emmanuel Dauc, Liva Ralaivola |
| 2015 | Predicting the profitability of agricultural enterprises in dairy farming. | Maria Yli-Heikkil, Jukka Tauriainen, Mika Sulkava |
| 2015 | Thompson Sampling for Multi-Objective Multi-Armed Bandits Problem. | Saba Q. Yahyaa, Bernard Manderick |
| 2015 | Hierarchical, prototype-based clustering of multiple time series with missing values. | Pekka Wartiainen, Tommi Krkkinen |
| 2015 | Data Analytics for Drilling Operational States Classifications. | Galina V. Veres, Zoheir A. Sabeur |
| 2015 | Human Algorithmic Stability and Human Rademacher Complexity. | Mehrnoosh Vahdat, Luca Oneto, Alessandro Ghio, Davide Anguita, Mathias Funk, Matthias Rauterberg |
| 2015 | Advances in learning analytics and educational data mining. | Mehrnoosh Vahdat, Alessandro Ghio, Luca Oneto, Davide Anguita, Mathias Funk, Matthias Rauterberg |
| 2015 | Comparison of Numerical Models and Statistical Learning for Wind Speed Prediction. | Nils Andr Treiber, Stephan Spth, Justin Heinermann, Lueder von Bremen, Oliver Kramer |
| 2015 | Gabriel Graph for Dataset Structure and Large Margin Classification: A Bayesian Approach. | Luiz C. B. Torres, Cristiano Leite Castro, Antnio P. Braga |
| 2015 | Gaussian process modelling of multiple short time series. | Hande Topa, Antti Honkela |
| 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 | Prediction of concrete carbonation depth using decision trees. | Woubishet Taffese, Esko Sistonen, Jari A. Puttonen |
| 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 | Depth and height aware semantic RGB-D perception with convolutional neural networks. | Hannes Schulz, Nico Hft, Sven Behnke |
| 2015 | Fast greedy insertion and deletion in sparse Gaussian process regression. | Jens Schreiter, Duy Nguyen-Tuong, Heiner Markert, Michael Hanselmann, Marc Toussaint |
| 2015 | Probabilistic Classification Vector Machine at large scale. | Frank-Michael Schleif, Andrej Gisbrecht, Peter Tio |
| 2015 | High-School Dropout Prediction Using Machine Learning: A Danish Large-scale Study. | Nicolae-Bogdan Sara, Rasmus Halland, Christian Igel, Stephen Alstrup |
| 2015 | Weighted Clustering of Sparse Educational Data. | Mirka Saarela, Tommi Krkkinen |
| 2015 | Measuring scoring efficiency through goal expectancy estimation. | Hctor Ruiz, Paulo Lisboa, Paul Neilson, Warren Gregson |
| 2015 | Optimal transport for semi-supervised domain adaptation. | Denis Rousselle, Stphane Canu |
| 2015 | Bernoulli bandits: an empirical comparison. | Nixon K. Ronoh, Reuben Odoyo, Edna Milgo, Madalina M. Drugan, Bernard Manderick |
| 2015 | A Robust Neural Robot Navigation Using a Combination of Deliberative and Reactive Control Architectures. | Dalia Marcela Rojas-Castro, Arnaud Revel, Michel Mnard |