Advertisement

© 2020

Machine Learning and Knowledge Discovery in Databases

European Conference, ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part III

  • Ulf Brefeld
  • Elisa Fromont
  • Andreas Hotho
  • Arno Knobbe
  • Marloes Maathuis
  • Céline Robardet
Conference proceedings ECML PKDD 2019

Part of the Lecture Notes in Computer Science book series (LNCS, volume 11908)

Also part of the Lecture Notes in Artificial Intelligence book sub series (LNAI, volume 11908)

Table of contents

  1. Front Matter
    Pages i-xxviii
  2. Reinforcement Learning and Bandits

    1. Front Matter
      Pages 1-1
    2. Alexander Zap, Tobias Joppen, Johannes Fürnkranz
      Pages 3-18
    3. Denis Steckelmacher, Hélène Plisnier, Diederik M. Roijers, Ann Nowé
      Pages 19-34
    4. Quentin Debard, Jilles Steeve Dibangoye, Stéphane Canu, Christian Wolf
      Pages 35-52
    5. Kimia Nadjahi, Romain Laroche, Rémi Tachet des Combes
      Pages 53-68
    6. Edouard Leurent, Odalric-Ambrym Maillard
      Pages 69-85
    7. Mark A. Burgess, Archie C. Chapman, Paul Scott
      Pages 86-102
    8. Wenling Shang, Douwe van der Wal, Herke van Hoof, Max Welling
      Pages 103-117
    9. Timo Bräm, Gino Brunner, Oliver Richter, Roger Wattenhofer
      Pages 134-149
    10. Haoyu Zhao, Wei Chen
      Pages 150-166
    11. Debabrota Basu, Pierre Senellart, Stéphane Bressan
      Pages 167-183
  3. Ranking

    1. Front Matter
      Pages 185-185
    2. Rui Xia, Vincent Y. F. Tan, Louis Filstroff, Cédric Févotte
      Pages 187-203
    3. Klaus Brinker, Eyke Hüllermeier
      Pages 204-219
    4. Cheng Li, Virgil Pavlu, Javed Aslam, Bingyu Wang, Kechen Qin
      Pages 220-236
    5. Marius Köppel, Alexander Segner, Martin Wagener, Lukas Pensel, Andreas Karwath, Stefan Kramer
      Pages 237-252
    6. Aleksandra Burashnikova, Yury Maximov, Massih-Reza Amini
      Pages 253-269
  4. Applied Data Science: Computer Vision and Explanation

    1. Front Matter
      Pages 271-271

Other volumes

  1. International Workshops of ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part I
  2. International Workshops of ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part II
  3. European Conference, ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part I
  4. European Conference, ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part II
  5. Machine Learning and Knowledge Discovery in Databases
    European Conference, ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part III

About these proceedings

Introduction

The three volume proceedings LNAI 11906 – 11908 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2019, held in Würzburg, Germany, in September 2019.

The total of 130 regular papers presented in these volumes was carefully reviewed and selected from 733 submissions; there are 10 papers in the demo track.

The contributions were organized in topical sections named as follows:

Part I: pattern mining; clustering, anomaly and outlier detection, and autoencoders; dimensionality reduction and feature selection; social networks and graphs; decision trees, interpretability, and causality; strings and streams; privacy and security; optimization.

Part II: supervised learning; multi-label learning; large-scale learning; deep learning; probabilistic models; natural language processing.

Part III: reinforcement learning and bandits; ranking; applied data science: computer vision and explanation; applied data science: healthcare; applied data science: e-commerce, finance, and advertising; applied data science: rich data; applied data science: applications; demo track.

Keywords

artificial intelligence bayesian networks classification computer systems data mining data security Human-Computer Interaction (HCI) image processing image reconstruction information retrieval machine learning neural networks privacy recommender systems semantics sensors signal processing user interfaces wireless telecommunication systems

Editors and affiliations

  1. 1.Leuphana UniversityLüneburgGermany
  2. 2.IRISA/InriaRennesFrance
  3. 3.University of WürzburgWürzburgGermany
  4. 4.Leiden UniversityLeidenThe Netherlands
  5. 5.ETH ZurichZurichSwitzerland
  6. 6.Institut National des Sciences AppliquéesVilleurbanneFrance

Bibliographic information