Discovery Science: 21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings

Front Matter ....Pages I-XXI
Front Matter ....Pages 1-1
 Addressing Local Class Imbalance in Balanced Datasets with Dynamic Impurity Decision Trees  (Andriy Mulyar, Bartosz Krawczyk)....Pages 3-17
 Barricaded Boundary Minority Oversampling LS-SVM for a Biased Binary Classification  (Hmayag Partamian, Yara Rizk, Mariette Awad)....Pages 18-32
 Dynamic Classifier Chain with Random Decision Trees  (Moritz Kulessa, Eneldo Loza Mencía)....Pages 33-50
 Feature Ranking with Relief for Multi-label Classification: Does Distance Matter?  (Matej Petković, Dragi Kocev, Sašo Džeroski)....Pages 51-65
 Finding Probabilistic Rule Lists using the Minimum Description Length Principle  (John O. R. Aoga, Tias Guns, Siegfried Nijssen, Pierre Schaus)....Pages 66-82
 Leveraging Reproduction-Error Representations for Multi-Instance Classification  (Sebastian Kauschke, Max Mühlhäuser, Johannes Fürnkranz)....Pages 83-95
Front Matter ....Pages 97-97
 Class Balanced Similarity-Based Instance Transfer Learning for Botnet Family Classification  (Basil Alothman, Helge Janicke, Suleiman Y. Yerima)....Pages 99-113
 CF4CF-META: Hybrid Collaborative Filtering Algorithm Selection Framework  (Tiago Cunha, Carlos Soares, André C. P. L. F. de Carvalho)....Pages 114-128
 MetaUtil: Meta Learning for Utility Maximization in Regression  (Paula Branco, Luís Torgo, Rita P. Ribeiro)....Pages 129-143
 Predicting Rice Phenotypes with Meta-learning  (Oghenejokpeme I. Orhobor, Nickolai N. Alexandrov, Ross D. King)....Pages 144-158
Front Matter ....Pages 159-159
 Preference-Based Reinforcement Learning Using Dyad Ranking  (Dirk Schäfer, Eyke Hüllermeier)....Pages 161-175
Front Matter ....Pages 177-177
 COBRASTS: A New Approach to Semi-supervised Clustering of Time Series  (Toon Van Craenendonck, Wannes Meert, Sebastijan Dumančić, Hendrik Blockeel)....Pages 179-193
 Exploiting the Web for Semantic Change Detection  (Pierpaolo Basile, Barbara McGillivray)....Pages 194-208
 Online Gradient Boosting for Incremental Recommender Systems  (João Vinagre, Alípio Mário Jorge, João Gama)....Pages 209-223
 Selection of Relevant and Non-Redundant Multivariate Ordinal Patterns for Time Series Classification  (Arvind Kumar Shekar, Marcus Pappik, Patricia Iglesias Sánchez, Emmanuel Müller)....Pages 224-240
 Self Hyper-Parameter Tuning for Data Streams  (Bruno Veloso, João Gama, Benedita Malheiro)....Pages 241-255
Front Matter ....Pages 257-257
 Compositional Subgroup Discovery on Attributed Social Interaction Networks  (Martin Atzmueller)....Pages 259-275
 Exceptional Attributed Subgraph Mining to Understand the Olfactory Percept  (Maëlle Moranges, Marc Plantevit, Arnaud Fournel, Moustafa Bensafi, Céline Robardet)....Pages 276-291
 Extending Redescription Mining to Multiple Views  (Matej Mihelčić, Sašo Džeroski, Tomislav Šmuc)....Pages 292-307
Front Matter ....Pages 309-309
 Author Tree-Structured Hierarchical Dirichlet Process  (Md Hijbul Alam, Jaakko Peltonen, Jyrki Nummenmaa, Kalervo Järvelin)....Pages 311-327
 k-NN Embedding Stability for word2vec Hyper-Parametrisation in Scientific Text  (Amna Dridi, Mohamed Medhat Gaber, R. Muhammad Atif Azad, Jagdev Bhogal)....Pages 328-343
 Hierarchical Expert Profiling Using Heterogeneous Information Networks  (Jorge Silva, Pedro Ribeiro, Fernando Silva)....Pages 344-360
 Filtering Documents for Plagiarism Detection  (Kensuke Baba)....Pages 361-372
 Most Important First – Keyphrase Scoring for Improved Ranking in Settings With Limited Keyphrases  (Nils Witt, Tobias Milz, Christin Seifert)....Pages 373-385
 WS4ABSA: An NMF-Based Weakly-Supervised Approach for Aspect-Based Sentiment Analysis with Application to Online Reviews  (Alberto Purpura, Chiara Masiero, Gian Antonio Susto)....Pages 386-401
Front Matter ....Pages 403-403
 Finding Topic-Specific Trends and Influential Users in Social Networks  (Eleni Koutrouli, Christos Daskalakis, Aphrodite Tsalgatidou)....Pages 405-420
 Identifying Control Parameters in Cheese Fabrication Process Using Precedence Constraints  (Melanie Munch, Pierre-Henri Wuillemin, Juliette Dibie, Cristina Manfredotti, Thomas Allard, Solange Buchin et al.)....Pages 421-434
 Less is More: Univariate Modelling to Detect Early Parkinson’s Disease from Keystroke Dynamics  (Antony Milne, Katayoun Farrahi, Mihalis A. Nicolaou)....Pages 435-446
 Sky Writer: Towards an Intelligent Smart-phone Gesture Tracing and Recognition Framework  (Nicholas Mitri, Mariette Awad)....Pages 447-465
 Visualization and Analysis of Parkinson’s Disease Status and Therapy Patterns  (Anita Valmarska, Dragana Miljkovic, Marko Robnik–Šikonja, Nada Lavrač)....Pages 466-479
Back Matter ....Pages 481-482