| 2018 | Addressing Local Class Imbalance in Balanced Datasets with Dynamic Impurity Decision Trees. Andriy Mulyar, Bartosz Krawczyk |
| 2018 | Author Tree-Structured Hierarchical Dirichlet Process. Md. Hijbul Alam, Jaakko Peltonen, Jyrki Nummenmaa, Kalervo Järvelin |
| 2018 | Barricaded Boundary Minority Oversampling LS-SVM for a Biased Binary Classification. Hmayag Partamian, Yara Rizk, Mariette Awad |
| 2018 | CF4CF-META: Hybrid Collaborative Filtering Algorithm Selection Framework. Tiago Cunha, Carlos Soares, André C. P. L. F. de Carvalho |
| 2018 | COBRASTS: A New Approach to Semi-supervised Clustering of Time Series. Toon van Craenendonck, Wannes Meert, Sebastijan Dumancic, Hendrik Blockeel |
| 2018 | Class Balanced Similarity-Based Instance Transfer Learning for Botnet Family Classification. Basil Alothman, Helge Janicke, Suleiman Y. Yerima |
| 2018 | Compositional Subgroup Discovery on Attributed Social Interaction Networks. Martin Atzmueller |
| 2018 | Discovery Science - 21st International Conference, DS 2018, Limassol, Cyprus, October 29-31, 2018, Proceedings Larisa N. Soldatova, Joaquin Vanschoren, George A. Papadopoulos, Michelangelo Ceci |
| 2018 | Dynamic Classifier Chain with Random Decision Trees. Moritz Kulessa, Eneldo Loza Mencía |
| 2018 | Exceptional Attributed Subgraph Mining to Understand the Olfactory Percept. Maëlle Moranges, Marc Plantevit, Arnaud P. Fournel, Moustafa Bensafi, Céline Robardet |
| 2018 | Exploiting the Web for Semantic Change Detection. Pierpaolo Basile, Barbara McGillivray |
| 2018 | Extending Redescription Mining to Multiple Views. Matej Mihelcic, Saso Dzeroski, Tomislav Smuc |
| 2018 | Feature Ranking with Relief for Multi-label Classification: Does Distance Matter? Matej Petkovic, Dragi Kocev, Saso Dzeroski |
| 2018 | Filtering Documents for Plagiarism Detection. Kensuke Baba |
| 2018 | Finding Probabilistic Rule Lists using the Minimum Description Length Principle. John O. R. Aoga, Tias Guns, Siegfried Nijssen, Pierre Schaus |
| 2018 | Finding Topic-Specific Trends and Influential Users in Social Networks. Eleni Koutrouli, Christos Daskalakis, Aphrodite Tsalgatidou |
| 2018 | Hierarchical Expert Profiling Using Heterogeneous Information Networks. Jorge M. B. Silva, Pedro Ribeiro, Fernando M. A. Silva |
| 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 | Less is More: Univariate Modelling to Detect Early Parkinson's Disease from Keystroke Dynamics. Antony Milne, Katayoun Farrahi, Mihalis A. Nicolaou |
| 2018 | Leveraging Reproduction-Error Representations for Multi-Instance Classification. Sebastian Kauschke, Max Mühlhäuser, Johannes Fürnkranz |
| 2018 | MetaUtil: Meta Learning for Utility Maximization in Regression. Paula Branco, Luís Torgo, Rita P. Ribeiro |
| 2018 | Most Important First - Keyphrase Scoring for Improved Ranking in Settings With Limited Keyphrases. Nils Witt, Tobias Milz, Christin Seifert |
| 2018 | Online Gradient Boosting for Incremental Recommender Systems. João Vinagre, Alípio Mário Jorge, João Gama |
| 2018 | Predicting Rice Phenotypes with Meta-learning. Oghenejokpeme I. Orhobor, Nickolai N. Alexandrov, Ross D. King |
| 2018 | Preference-Based Reinforcement Learning Using Dyad Ranking. Dirk Schäfer, Eyke Hüllermeier |
| 2018 | Selection of Relevant and Non-Redundant Multivariate Ordinal Patterns for Time Series Classification. Arvind Kumar Shekar, Marcus Pappik, Patricia Iglesias Sánchez, Emmanuel Müller |
| 2018 | Self Hyper-Parameter Tuning for Data Streams. Bruno Veloso, João Gama, Benedita Malheiro |
| 2018 | Sky Writer: Towards an Intelligent Smart-phone Gesture Tracing and Recognition Framework. Nicholas Mitri, Mariette Awad |
| 2018 | Visualization and Analysis of Parkinson's Disease Status and Therapy Patterns. Anita Valmarska, Dragana Miljkovic, Marko Robnik-Sikonja, Nada Lavrac |
| 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 | k-NN Embedding Stability for word2vec Hyper-Parametrisation in Scientific Text. Amna Dridi, Mohamed Medhat Gaber, R. Muhammad Atif Azad, Jagdev Bhogal |