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  • Conference proceedings
  • © 2020

Discovery Science

23rd International Conference, DS 2020, Thessaloniki, Greece, October 19–21, 2020, Proceedings

Part of the book series: Lecture Notes in Computer Science (LNCS, volume 12323)

Part of the book sub series: Lecture Notes in Artificial Intelligence (LNAI)

Conference series link(s): DS: International Conference on Discovery Science

Conference proceedings info: DS 2020.

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Table of contents (45 papers)

  1. Front Matter

    Pages i-xxi
  2. Classification

    1. Front Matter

      Pages 1-1
    2. Evaluating Decision Makers over Selectively Labelled Data: A Causal Modelling Approach

      • Riku Laine, Antti Hyttinen, Michael Mathioudakis
      Pages 3-18
    3. WeakAL: Combining Active Learning and Weak Supervision

      • Julius Gonsior, Maik Thiele, Wolfgang Lehner
      Pages 34-49
  3. Clustering

    1. Front Matter

      Pages 51-51
    2. Constrained Clustering via Post-processing

      • Nguyen-Viet-Dung Nghiem, Christel Vrain, Thi-Bich-Hanh Dao, Ian Davidson
      Pages 53-67
    3. Dynamic Incremental Semi-supervised Fuzzy Clustering for Bipolar Disorder Episode Prediction

      • Gabriella Casalino, Giovanna Castellano, Francesco Galetta, Katarzyna Kaczmarek-Majer
      Pages 79-93
    4. Iterative Multi-mode Discretization: Applications to Co-clustering

      • Hadi Fanaee-T, Magne Thoresen
      Pages 94-105
  4. Data and Knowledge Representation

    1. Front Matter

      Pages 107-107
    2. COVID-19 Therapy Target Discovery with Context-Aware Literature Mining

      • Matej Martinc, Blaž Škrlj, Sergej Pirkmajer, Nada Lavrač, Bojan Cestnik, Martin Marzidovšek et al.
      Pages 109-123
    3. Semantic Annotation of Predictive Modelling Experiments

      • Ilin Tolovski, Sašo Džeroski, Panče Panov
      Pages 124-139Open Access
    4. Semantic Description of Data Mining Datasets: An Ontology-Based Annotation Schema

      • Ana Kostovska, Sašo Džeroski, Panče Panov
      Pages 140-155Open Access
  5. Data Streams

    1. Front Matter

      Pages 157-157
    2. \(\mathsf {FABBOO}\) - Online Fairness-Aware Learning Under Class Imbalance

      • Vasileios Iosifidis, Eirini Ntoutsi
      Pages 159-174
    3. Unsupervised Concept Drift Detection Using a Student–Teacher Approach

      • Vitor Cerqueira, Heitor Murilo Gomes, Albert Bifet
      Pages 190-204
  6. Dimensionality Reduction and Feature Selection

    1. Front Matter

      Pages 205-205
    2. Assembled Feature Selection for Credit Scoring in Microfinance with Non-traditional Features

      • Saulo Ruiz, Pedro Gomes, Luís Rodrigues, João Gama
      Pages 207-216

Other Volumes

  1. Discovery Science

About this book

This book constitutes the proceedings of the 23rd International Conference on Discovery Science, DS 2020, which took place during October 19-21, 2020. The conference was planned to take place in Thessaloniki, Greece, but had to change to an online format due to the COVID-19 pandemic.

The 26 full and 19 short papers presented in this volume were carefully reviewed and selected from 76 submissions. The contributions were organized in topical sections named: classification; clustering; data and knowledge representation; data streams; distributed processing; ensembles; explainable and interpretable machine learning; graph and network mining; multi-target models; neural networks and deep learning; and spatial, temporal and spatiotemporal data.

Editors and Affiliations

  • University of Bari Aldo Moro, Bari, Italy

    Annalisa Appice

  • Aristotle University of Thessaloniki, Thessaloniki, Greece

    Grigorios Tsoumakas

  • Open University of Cyprus, Nicosia, Cyprus

    Yannis Manolopoulos

  • Dalhousie University, Halifax, Canada

    Stan Matwin

Bibliographic Information

Buy it now

Buying options

eBook USD 79.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 99.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access