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21st DS 2018: Limassol, Cyprus
- Larisa N. Soldatova, Joaquin Vanschoren
, George A. Papadopoulos, Michelangelo Ceci:
Discovery Science - 21st International Conference, DS 2018, Limassol, Cyprus, October 29-31, 2018, Proceedings. Lecture Notes in Computer Science 11198, Springer 2018, ISBN 978-3-030-01770-5
Classification
- Andriy Mulyar, Bartosz Krawczyk:
Addressing Local Class Imbalance in Balanced Datasets with Dynamic Impurity Decision Trees. 3-17 - Hmayag Partamian, Yara Rizk, Mariette Awad
Barricaded Boundary Minority Oversampling LS-SVM for a Biased Binary Classification. 18-32 - Moritz Kulessa
Dynamic Classifier Chain with Random Decision Trees. 33-50 - Matej Petkovic
Feature Ranking with Relief for Multi-label Classification: Does Distance Matter? 51-65 - John O. R. Aoga
Finding Probabilistic Rule Lists using the Minimum Description Length Principle. 66-82 - Sebastian Kauschke, Max Mühlhäuser, Johannes Fürnkranz
Leveraging Reproduction-Error Representations for Multi-Instance Classification. 83-95
Meta-Learning
- Basil Alothman
Class Balanced Similarity-Based Instance Transfer Learning for Botnet Family Classification. 99-113 - Tiago Cunha
CF4CF-META: Hybrid Collaborative Filtering Algorithm Selection Framework. 114-128 - Paula Branco, Luís Torgo
MetaUtil: Meta Learning for Utility Maximization in Regression. 129-143 - Oghenejokpeme I. Orhobor
Predicting Rice Phenotypes with Meta-learning. 144-158
Reinforcement Learning
- Dirk Schäfer, Eyke Hüllermeier:
Preference-Based Reinforcement Learning Using Dyad Ranking. 161-175
Streams and Time Series
- Toon van Craenendonck, Wannes Meert
COBRASTS: A New Approach to Semi-supervised Clustering of Time Series. 179-193 - Pierpaolo Basile
Exploiting the Web for Semantic Change Detection. 194-208 - João Vinagre
Online Gradient Boosting for Incremental Recommender Systems. 209-223 - Arvind Kumar Shekar, Marcus Pappik, Patricia Iglesias Sánchez, Emmanuel Müller:
Selection of Relevant and Non-Redundant Multivariate Ordinal Patterns for Time Series Classification. 224-240 - Bruno Veloso
Self Hyper-Parameter Tuning for Data Streams. 241-255
Subgroup and Subgraph Discovery
- Martin Atzmueller:
Compositional Subgroup Discovery on Attributed Social Interaction Networks. 259-275 - Maëlle Moranges
Exceptional Attributed Subgraph Mining to Understand the Olfactory Percept. 276-291 - Matej Mihelcic
Extending Redescription Mining to Multiple Views. 292-307
Text Mining
- Md. Hijbul Alam, Jaakko Peltonen
Author Tree-Structured Hierarchical Dirichlet Process. 311-327 - Amna Dridi
k-NN Embedding Stability for word2vec Hyper-Parametrisation in Scientific Text. 328-343 - Jorge M. B. Silva
Hierarchical Expert Profiling Using Heterogeneous Information Networks. 344-360 - Kensuke Baba
Filtering Documents for Plagiarism Detection. 361-372 - Nils Witt, Tobias Milz
Most Important First - Keyphrase Scoring for Improved Ranking in Settings With Limited Keyphrases. 373-385 - Alberto Purpura, Chiara Masiero
WS4ABSA: An NMF-Based Weakly-Supervised Approach for Aspect-Based Sentiment Analysis with Application to Online Reviews. 386-401
Applications
- Eleni Koutrouli, Christos Daskalakis, Aphrodite Tsalgatidou:
Finding Topic-Specific Trends and Influential Users in Social Networks. 405-420 - Melanie Munch
Identifying Control Parameters in Cheese Fabrication Process Using Precedence Constraints. 421-434 - Antony Milne, Katayoun Farrahi
Less is More: Univariate Modelling to Detect Early Parkinson's Disease from Keystroke Dynamics. 435-446 - Nicholas Mitri, Mariette Awad
Sky Writer: Towards an Intelligent Smart-phone Gesture Tracing and Recognition Framework. 447-465 - Anita Valmarska, Dragana Miljkovic, Marko Robnik-Sikonja, Nada Lavrac:
Visualization and Analysis of Parkinson's Disease Status and Therapy Patterns. 466-479
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