| 2018 | Online Gradient Boosting for Incremental Recommender Systems. | Joo Vinagre, Alpio Mrio Jorge, Joo Gama |
| 2018 | Self Hyper-Parameter Tuning for Data Streams. | Bruno Veloso, Joo Gama, Benedita Malheiro |
| 2018 | Visualization and Analysis of Parkinson's Disease Status and Therapy Patterns. | Anita Valmarska, Dragana Miljkovic, Marko Robnik-Sikonja, Nada Lavrac |
| 2018 | Hierarchical Expert Profiling Using Heterogeneous Information Networks. | Jorge M. B. Silva, Pedro Ribeiro, Fernando M. A. Silva |
| 2018 | Selection of Relevant and Non-Redundant Multivariate Ordinal Patterns for Time Series Classification. | Arvind Kumar Shekar, Marcus Pappik, Patricia Iglesias Snchez, Emmanuel Mller |
| 2018 | Preference-Based Reinforcement Learning Using Dyad Ranking. | Dirk Schfer, Eyke Hllermeier |
| 2018 | WS4ABSA: An NMF-Based Weakly-Supervised Approach for Aspect-Based Sentiment Analysis with Application to Online Reviews. | Alberto Purpura, Chiara Masiero, Gian Antonio Susto |
| 2018 | Feature Ranking with Relief for Multi-label Classification: Does Distance Matter? | Matej Petkovic, Dragi Kocev, Saso Dzeroski |
| 2018 | Barricaded Boundary Minority Oversampling LS-SVM for a Biased Binary Classification. | Hmayag Partamian, Yara Rizk, Mariette Awad |
| 2018 | Predicting Rice Phenotypes with Meta-learning. | Oghenejokpeme I. Orhobor, Nickolai N. Alexandrov, Ross D. King |
| 2018 | Identifying Control Parameters in Cheese Fabrication Process Using Precedence Constraints. | Melanie Munch, Pierre-Henri Wuillemin, Juliette Dibie, Cristina E. Manfredotti, Thomas Allard, Solange Buchin, Elisabeth Guichard |
| 2018 | Addressing Local Class Imbalance in Balanced Datasets with Dynamic Impurity Decision Trees. | Andriy Mulyar, Bartosz Krawczyk |
| 2018 | Exceptional Attributed Subgraph Mining to Understand the Olfactory Percept. | Malle Moranges, Marc Plantevit, Arnaud P. Fournel, Moustafa Bensafi, Cline Robardet |
| 2018 | Sky Writer: Towards an Intelligent Smart-phone Gesture Tracing and Recognition Framework. | Nicholas Mitri, Mariette Awad |
| 2018 | Less is More: Univariate Modelling to Detect Early Parkinson's Disease from Keystroke Dynamics. | Antony Milne, Katayoun Farrahi, Mihalis A. Nicolaou |
| 2018 | Extending Redescription Mining to Multiple Views. | Matej Mihelcic, Saso Dzeroski, Tomislav Smuc |
| 2018 | Dynamic Classifier Chain with Random Decision Trees. | Moritz Kulessa, Eneldo Loza Menca |
| 2018 | Finding Topic-Specific Trends and Influential Users in Social Networks. | Eleni Koutrouli, Christos Daskalakis, Aphrodite Tsalgatidou |
| 2018 | Leveraging Reproduction-Error Representations for Multi-Instance Classification. | Sebastian Kauschke, Max Mhlhuser, Johannes Frnkranz |
| 2018 | k-NN Embedding Stability for word2vec Hyper-Parametrisation in Scientific Text. | Amna Dridi, Mohamed Medhat Gaber, R. Muhammad Atif Azad, Jagdev Bhogal |
| 2018 | COBRASTS: A New Approach to Semi-supervised Clustering of Time Series. | Toon van Craenendonck, Wannes Meert, Sebastijan Dumancic, Hendrik Blockeel |
| 2018 | MetaUtil: Meta Learning for Utility Maximization in Regression. | Paula Branco, Lus Torgo, Rita P. Ribeiro |
| 2018 | Exploiting the Web for Semantic Change Detection. | Pierpaolo Basile, Barbara McGillivray |
| 2018 | Filtering Documents for Plagiarism Detection. | Kensuke Baba |
| 2018 | Compositional Subgroup Discovery on Attributed Social Interaction Networks. | Martin Atzmueller |