| 2018 | Sleep staging with deep learning: a convolutional model. | Isaac Fernndez-Varela, Dimitrios Athanasakis, Samuel Parsons, Elena Hernndez-Pereira, Vicente Moret-Bonillo |
| 2018 | Neural Networks for Implicit Feedback Datasets. | Josef Feigl, Martin Bogdan |
| 2018 | Systematics aware learning : a case study in high energy physics. | Victor Estrade, Ccile Germain, Isabelle Guyon, David Rousseau |
| 2018 | An analysis of subtask-dependency in robot command interpretation with dilated CNNs. | Manfred Eppe, Tayfun Alpay, Fares Abawi, Stefan Wermter |
| 2018 | Fast Power system security analysis with Guided Dropout. | Benjamin Donnot, Isabelle Guyon, Antoine Marot, Marc Schoenauer, Patrick Panciatici |
| 2018 | Learning with a Fisher surrogate loss in a small data regime. | Moussab Djerrab, Alexandre Garcia |
| 2018 | Opposite neighborhood: a new method to select reference points of minimal learning machines. | Madson Luiz Dantas Dias, Lucas Silva de Sousa, Ajalmar R. da Rocha Neto, Amauri H. Souza Jnior |
| 2018 | Regularize and explicit collaborative filtering with textual attention. | Charles-Emmanuel Dias, Vincent Guigue, Patrick Gallinari |
| 2018 | Sensitivity analysis for predictive uncertainty. | Stefan Depeweg, Jos Miguel Hernndez-Lobato, Steffen Udluft, Thomas A. Runkler |
| 2018 | Evolutionary Composition of Customized Fault Localization Heuristics. | Diogo M. De-Freitas, Plnio de S Leito Jnior, Celso G. Camilo-Junior, Rachel Harrison |
| 2018 | Estimation of the Human Concentration using Echo State Networks. | Hikmat Dashdamirov, Sebastin Basterrech |
| 2018 | VisCoDeR: A tool for visually comparing dimensionality reduction algorithms. | Ren Cutura, Stefan Holzer, Michal Aupetit, Michael Sedlmair |
| 2018 | K-spectral centroid: extension and optimizations. | Brieuc Conan-Guez, Alain Gly, Lydia Boudjeloud-Assala, Alexandre Blansch |
| 2018 | On aggregation in ranking median regression. | Stphan Clmenon, Anna Korba |
| 2018 | Image retrieval and ranking through Deep Comparative Neural Networks. | Aymen Cherif, Salim Jouili |
| 2018 | Anomaly detection in star light curves using hierarchical Gaussian processes. | Haoyan Chen, Tom Diethe, Niall Twomey, Peter A. Flach |
| 2018 | Cache-efficient Gradient Descent Algorithm. | Imen Chakroun, Tom Vander Aa, Thomas J. Ashby |
| 2018 | Revisiting FISTA for Lasso: Acceleration Strategies Over The Regularization Path. | Alejandro Catalina, Carlos M. Alaz, Jos R. Dorronsoro |
| 2018 | clustering with decision trees: divisive and agglomerative approach. | Lauriane Castin, Benot Frnay |
| 2018 | Set point thresholds from topological data analysis and an outlier detector. | Alessio Carrega |
| 2018 | Graph based neural networks for automatic classification of multiple sclerosis clinical courses. | Francesco Calimeri, Aldo Marzullo, Claudio Stamile, Giorgio Terracina |
| 2018 | Quantifying the Reservoir Quality using Dimensionality Reduction Techniques. | Toms Burinek, Sebastin Basterrech |
| 2018 | Differential private relevance learning. | Johannes Brinkrolf, Kolja Berger, Barbara Hammer |
| 2018 | Extensive assessment of Barnes-Hut t-SNE. | Cyril de Bodt, Dounia Mulders, Michel Verleysen, John A. Lee |
| 2018 | Perplexity-free t-SNE and twice Student tt-SNE. | Cyril de Bodt, Dounia Mulders, Michel Verleysen, John A. Lee |