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  • © 2022

Machine Learning and Knowledge Extraction

6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2022, Vienna, Austria, August 23–26, 2022, Proceedings

Conference proceedings info: CD-MAKE 2022.

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Table of contents (23 papers)

  1. Front Matter

    Pages i-xiii
  2. Explain to Not Forget: Defending Against Catastrophic Forgetting with XAI

    • Sami Ede, Serop Baghdadlian, Leander Weber, An Nguyen, Dario Zanca, Wojciech Samek et al.
    Pages 1-18
  3. Approximation of SHAP Values for Randomized Tree Ensembles

    • Markus Loecher, Dingyi Lai, Wu Qi
    Pages 19-30
  4. Color Shadows (Part I): Exploratory Usability Evaluation of Activation Maps in Radiological Machine Learning

    • Federico Cabitza, Andrea Campagner, Lorenzo Famiglini, Enrico Gallazzi, Giovanni Andrea La Maida
    Pages 31-50
  5. Effects of Fairness and Explanation on Trust in Ethical AI

    • Alessa Angerschmid, Kevin Theuermann, Andreas Holzinger, Fang Chen, Jianlong Zhou
    Pages 51-67
  6. Towards Refined Classifications Driven by SHAP Explanations

    • Yusuf Arslan, Bertrand Lebichot, Kevin Allix, Lisa Veiber, Clément Lefebvre, Andrey Boytsov et al.
    Pages 68-81
  7. The ROC Diagonal is Not Layperson’s Chance: A New Baseline Shows the Useful Area

    • André M. Carrington, Paul W. Fieguth, Franz Mayr, Nick D. James, Andreas Holzinger, John W. Pickering et al.
    Pages 100-113
  8. The Influence of User Diversity on Motives and Barriers when Using Health Apps - A Conjoint Investigation of the Intention-Behavior Gap

    • Eva Rössler, Patrick Halbach, Laura Burbach, Martina Ziefle, André Calero Valdez
    Pages 130-149
  9. Identifying Fraud Rings Using Domain Aware Weighted Community Detection

    • Shaik Masihullah, Meghana Negi, Jose Matthew, Jairaj Sathyanarayana
    Pages 150-167
  10. Semantic Causal Abstraction for Event Prediction

    • Sasha Strelnikoff, Aruna Jammalamadaka, Tsai-Ching Lu
    Pages 188-200
  11. Towards Generating Financial Reports from Tabular Data Using Transformers

    • Clayton Leroy Chapman, Lars Hillebrand, Marc Robin Stenzel, Tobias Deußer, David Biesner, Christian Bauckhage et al.
    Pages 221-232
  12. Evaluating the Performance of SOBEK Text Mining Keyword Extraction Algorithm

    • Eliseo Reategui, Marcio Bigolin, Michel Carniato, Rafael Antunes dos Santos
    Pages 233-243
  13. Classification of Screenshot Image Captured in Online Meeting System

    • Minoru Kuribayashi, Kodai Kamakari, Nobuo Funabiki
    Pages 244-255
  14. A Survey on the Application of Virtual Reality in Event-Related Potential Research

    • Vladimir Marochko, Richard Reilly, Rachel McDonnell, Luca Longo
    Pages 256-269
  15. Visualizing Large Collections of URLs Using the Hilbert Curve

    • Poornima Belavadi, Johannes Nakayama, André Calero Valdez
    Pages 270-289
  16. How to Reduce the Time Necessary for Evaluation of Tree-Based Models

    • Viera Anderková, František Babič
    Pages 290-305

Other Volumes

  1. Machine Learning and Knowledge Extraction

About this book

This book constitutes the refereed proceedings of the 6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2022, held in Vienna, Austria during August 2022.

The 23 full papers presented were carefully reviewed and selected from 45 submissions. The papers are covering a wide range from integrative machine learning approach, considering the importance of data science and visualization for the algorithmic pipeline with a strong emphasis on privacy, data protection, safety and security.

Keywords

  • artificial intelligence
  • computer networks
  • computer science
  • computer systems
  • computer vision
  • data mining
  • databases
  • education
  • engineering
  • fuzzy logic
  • image processing
  • information retrieval
  • internet
  • learning
  • linguistics
  • machine learning
  • mathematics
  • network protocols
  • neural networks
  • software engineering

Editors and Affiliations

  • University of Natural Resources and Life Sciences Vienna, Vienna, Austria

    Andreas Holzinger

  • St. Pölten University of Applied Sciences, St. Pölten, Austria

    Peter Kieseberg

  • TU Wien, Vienna, Austria

    A Min Tjoa

  • SBA Research, Vienna, Austria

    Edgar Weippl

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