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  • Conference proceedings
  • © 2021

Machine Learning and Knowledge Extraction

5th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2021, Virtual Event, August 17–20, 2021, Proceedings

Conference proceedings info: CD-MAKE 2021.

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  • ISBN: 978-3-030-84060-0
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Table of contents (22 papers)

  1. Front Matter

    Pages i-x
  2. When in Doubt, Ask: Generating Answerable and Unanswerable Questions, Unsupervised

    • Liubov Nikolenko, Pouya Rezazadeh Kalehbasti
    Pages 21-33
  3. Self-propagating Malware Containment via Reinforcement Learning

    • Sebastian Eresheim, Daniel Pasterk
    Pages 35-50
  4. Text2PyCode: Machine Translation of Natural Language Intent to Python Source Code

    • Sridevi Bonthu, S. Rama Sree, M. H. M. Krishna Prasad
    Pages 51-60
  5. Automated Short Answer Grading Using Deep Learning: A Survey

    • Sridevi Bonthu, S. Rama Sree, M. H. M. Krishna Prasad
    Pages 61-78
  6. Fair and Adequate Explanations

    • Nicholas Asher, Soumya Paul, Chris Russell
    Pages 79-97
  7. Active Finite Reward Automaton Inference and Reinforcement Learning Using Queries and Counterexamples

    • Zhe Xu, Bo Wu, Aditya Ojha, Daniel Neider, Ufuk Topcu
    Pages 115-135
  8. Reliable AI Through SVDD and Rule Extraction

    • Alberto Carlevaro, Maurizio Mongelli
    Pages 153-171
  9. Airbnb Price Prediction Using Machine Learning and Sentiment Analysis

    • Pouya Rezazadeh Kalehbasti, Liubov Nikolenko, Hoormazd Rezaei
    Pages 173-184
  10. Towards Financial Sentiment Analysis in a South African Landscape

    • Michelle Terblanche, Vukosi Marivate
    Pages 185-202
  11. Weighted Utility: A Utility Metric Based on the Case-Wise Raters’ Perceptions

    • Andrea Campagner, Enrico Conte, Federico Cabitza
    Pages 203-210
  12. Deep Convolutional Neural Network (CNN) Design for Pathology Detection of COVID-19 in Chest X-Ray Images

    • Narayana Darapaneni, Anindya Sil, Balaji Kagiti, S. Krishna Kumar, N. B. Ramanathan, S. B. VasanthaKumara et al.
    Pages 211-223
  13. Anomaly Detection for Skin Lesion Images Using Replicator Neural Networks

    • Fabrizio Nunnari, Hasan Md Tusfiqur Alam, Daniel Sonntag
    Pages 225-240
  14. From Explainable to Reliable Artificial Intelligence

    • Sara Narteni, Melissa Ferretti, Vanessa Orani, Ivan Vaccari, Enrico Cambiaso, Maurizio Mongelli
    Pages 255-273
  15. Explanatory Pluralism in Explainable AI

    • Yiheng Yao
    Pages 275-292
  16. On the Trustworthiness of Tree Ensemble Explainability Methods

    • Angeline Yasodhara, Azin Asgarian, Diego Huang, Parinaz Sobhani
    Pages 293-308

Other Volumes

  1. Machine Learning and Knowledge Extraction

    5th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2021, Virtual Event, August 17–20, 2021, Proceedings

About this book

This book constitutes the refereed proceedings of the 5th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2021, held in virtually in August 2021.

The 20 full papers and 2 short papers presented were carefully reviewed and selected from 48 submissions. The cross-domain integration and appraisal of different fields provides an atmosphere to foster different perspectives and opinions; it will offer a platform for novel ideas and a fresh look on the methodologies to put these ideas into business for the benefit of humanity.

Keywords

  • artificial intelligence
  • classification
  • classification methods
  • computational linguistics
  • computer vision
  • data mining
  • data security
  • databases
  • decision support systems
  • machine learning
  • natural languages
  • neural networks
  • semantics
  • signal processing
  • user interfaces

Editors and Affiliations

  • Institute for Medical Informatics, Statistics and Documentation and Institute for Information Systems and Computer Media, Medical University Graz and Graz University of Technology, Graz, Austria

    Andreas Holzinger

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

    Peter Kieseberg

  • Institute of Software Technology and Interactive Systems, Technische Universität Wien, Vienna, Austria

    A Min Tjoa

  • SBA Research, Vienna, Austria

    Edgar Weippl

Bibliographic Information

  • Book Title: Machine Learning and Knowledge Extraction

  • Book Subtitle: 5th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2021, Virtual Event, August 17–20, 2021, Proceedings

  • Editors: Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar Weippl

  • Series Title: Lecture Notes in Computer Science

  • DOI: https://doi.org/10.1007/978-3-030-84060-0

  • Publisher: Springer Cham

  • eBook Packages: Computer Science, Computer Science (R0)

  • Copyright Information: IFIP International Federation for Information Processing 2021

  • Softcover ISBN: 978-3-030-84059-4

  • eBook ISBN: 978-3-030-84060-0

  • Series ISSN: 0302-9743

  • Series E-ISSN: 1611-3349

  • Edition Number: 1

  • Number of Pages: X, 365

  • Number of Illustrations: 23 b/w illustrations, 96 illustrations in colour

  • Topics: Artificial Intelligence, Computers and Education, Database Management, Data Mining and Knowledge Discovery

Buying options

eBook USD 84.99
Price excludes VAT (USA)
  • ISBN: 978-3-030-84060-0
  • Instant PDF download
  • Readable on all devices
  • Own it forever
  • Exclusive offer for individuals only
  • Tax calculation will be finalised during checkout
Softcover Book USD 109.99
Price excludes VAT (USA)