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  • Conference proceedings
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  • © 2020

Advances in Intelligent Data Analysis XVIII

18th International Symposium on Intelligent Data Analysis, IDA 2020, Konstanz, Germany, April 27–29, 2020, Proceedings

Part of the book series: Lecture Notes in Computer Science (LNCS, volume 12080)

Part of the book sub series: Information Systems and Applications, incl. Internet/Web, and HCI (LNISA)

Conference series link(s): IDA: International Symposium on Intelligent Data Analysis

Conference proceedings info: IDA 2020.

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Table of contents (45 papers)

  1. Front Matter

    Pages i-xiv
  2. Multivariate Time Series as Images: Imputation Using Convolutional Denoising Autoencoder

    • Abdullah Al Safi, Christian Beyer, Vishnu Unnikrishnan, Myra Spiliopoulou
    Pages 1-13Open Access
  3. Dual Sequential Variational Autoencoders for Fraud Detection

    • Ayman Alazizi, Amaury Habrard, François Jacquenet, Liyun He-Guelton, Frédéric Oblé
    Pages 14-26Open Access
  4. A Principled Approach to Analyze Expressiveness and Accuracy of Graph Neural Networks

    • Asma Atamna, Nataliya Sokolovska, Jean-Claude Crivello
    Pages 27-39Open Access
  5. Efficient Batch-Incremental Classification Using UMAP for Evolving Data Streams

    • Maroua Bahri, Bernhard Pfahringer, Albert Bifet, Silviu Maniu
    Pages 40-53Open Access
  6. GraphMDL: Graph Pattern Selection Based on Minimum Description Length

    • Francesco Bariatti, Peggy Cellier, Sébastien Ferré
    Pages 54-66Open Access
  7. Towards Content Sensitivity Analysis

    • Elena Battaglia, Livio Bioglio, Ruggero G. Pensa
    Pages 67-79Open Access
  8. Gibbs Sampling Subjectively Interesting Tiles

    • Anes Bendimerad, Jefrey Lijffijt, Marc Plantevit, Céline Robardet, Tijl De Bie
    Pages 80-92Open Access
  9. Even Faster Exact k-Means Clustering

    • Christian Borgelt
    Pages 93-105Open Access
  10. Ising-Based Consensus Clustering on Specialized Hardware

    • Eldan Cohen, Avradip Mandal, Hayato Ushijima-Mwesigwa, Arnab Roy
    Pages 106-118Open Access
  11. Transfer Learning by Learning Projections from Target to Source

    • Antoine Cornuéjols, Pierre-Alexandre Murena, Raphaël Olivier
    Pages 119-131Open Access
  12. Computing Vertex-Vertex Dissimilarities Using Random Trees: Application to Clustering in Graphs

    • Kevin Dalleau, Miguel Couceiro, Malika Smail-Tabbone
    Pages 132-144Open Access
  13. Evaluation of CNN Performance in Semantically Relevant Latent Spaces

    • Jeroen van Doorenmalen, Vlado Menkovski
    Pages 145-157Open Access
  14. Vouw: Geometric Pattern Mining Using the MDL Principle

    • Micky Faas, Matthijs van Leeuwen
    Pages 158-170Open Access
  15. A Consensus Approach to Improve NMF Document Clustering

    • Mickael Febrissy, Mohamed Nadif
    Pages 171-183Open Access
  16. Discriminative Bias for Learning Probabilistic Sentential Decision Diagrams

    • Laura Isabel Galindez Olascoaga, Wannes Meert, Nimish Shah, Guy Van den Broeck, Marian Verhelst
    Pages 184-196Open Access
  17. Widening for MDL-Based Retail Signature Discovery

    • Clément Gautrais, Peggy Cellier, Matthijs van Leeuwen, Alexandre Termier
    Pages 197-209Open Access
  18. Addressing the Resolution Limit and the Field of View Limit in Community Mining

    • Shiva Zamani Gharaghooshi, Osmar R. Zaïane, Christine Largeron, Mohammadmahdi Zafarmand, Chang Liu
    Pages 210-222Open Access
  19. Adversarial Attacks Hidden in Plain Sight

    • Jan Philip Göpfert, André Artelt, Heiko Wersing, Barbara Hammer
    Pages 235-247Open Access

Other Volumes

  1. Advances in Intelligent Data Analysis XVIII

About this book

This open access book constitutes the proceedings of the 18th International Conference on Intelligent Data Analysis, IDA 2020, held in Konstanz, Germany, in April 2020.
The 45 full papers presented in this volume were carefully reviewed and selected from 114 submissions. Advancing Intelligent Data Analysis requires novel, potentially game-changing ideas. IDA’s mission is to promote ideas over performance: a solid motivation can be as convincing as exhaustive empirical evaluation.


Editors and Affiliations

  • University of Konstanz, Konstanz, Germany

    Michael R. Berthold

  • Utrecht University, Utrecht, The Netherlands

    Ad Feelders, Georg Krempl

Bibliographic Information

Buy it now

Buying options

Softcover Book USD 49.99
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