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  • Conference proceedings
  • © 2023

Machine Learning and Principles and Practice of Knowledge Discovery in Databases

International Workshops of ECML PKDD 2022, Grenoble, France, September 19–23, 2022, Proceedings, Part I

Editors:

  1. Irena Koprinska

    1. University of Sydney, Sydney, Australia

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  2. Paolo Mignone

    1. University of Bari Aldo Moro, Bari, Italy

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  3. Riccardo Guidotti

    1. University of Pisa, Pisa, Italy

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  4. Szymon Jaroszewicz

    1. Warsaw University of Technology, Warsaw, Poland

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  5. Holger Fröning

    1. Heidelberg University, Heidelberg, Germany

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  6. Francesco Gullo

    1. UniCredit, Rome, Italy

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  7. Pedro M. Ferreira

    1. University of Lisbon, Lisbon, Portugal

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  8. Damian Roqueiro

    1. Roche, Basel, Switzerland

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  9. Gaia Ceddia

    1. Barcelona Supercomputing Center, Barcelona, Spain

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  10. Slawomir Nowaczyk

    1. Halmstad University, Halmstad, Sweden

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  11. João Gama

    1. University of Porto, Porto, Portugal

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  12. Rita Ribeiro

    1. University of Porto, Porto, Portugal

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  13. Ricard Gavaldà

    1. UPC BarcelonaTech, Barcelona, Spain

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  14. Elio Masciari

    1. University of Naples Federico II, Naples, Italy

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  15. Zbigniew Ras

    1. University of North Carolina, Charlotte, USA

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  16. Ettore Ritacco

    1. ICAR-CNR, Rende, Italy

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  17. Francesca Naretto

    1. University of Pisa, Pisa, Italy

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  18. Andreas Theissler

    1. Aalen University of Applied Sciences, Aalen, Germany

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  19. Przemyslaw Biecek

    1. Warsaw University of Technology, Warszaw, Poland

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  20. Wouter Verbeke

    1. KU Leuven, Leuven, Belgium

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  21. Gregor Schiele

    1. University of Duisburg-Essen, Essen, Germany

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  22. Franz Pernkopf

    1. Graz University of Technology, Graz, Austria

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  23. Michaela Blott

    1. AMD, Dublin, Ireland

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  24. Ilaria Bordino

    1. UniCredit, Rome, Italy

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  25. Ivan Luciano Danesi

    1. UniCredit, Milan, Italy

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  26. Giovanni Ponti

    1. National Agency for New Technologies, Rome, Italy

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  27. Lorenzo Severini

    1. Unicredit, Rome, Italy

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  28. Annalisa Appice

    1. University of Bari Aldo Moro, Bari, Italy

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  29. Giuseppina Andresini

    1. University of Bari Aldo Moro, Bari, Italy

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  30. Ibéria Medeiros

    1. University of Lisbon, Lisbon, Portugal

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  31. Guilherme Graça

    1. University of Lisbon, Lisbon, Portugal

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  32. Lee Cooper

    1. Northwestern University, Chicago, USA

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  33. Naghmeh Ghazaleh

    1. Roche, Basel, Switzerland

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  34. Jonas Richiardi

    1. University of Lausanne, Lausanne, Switzerland

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  35. Diego Saldana

    1. Novartis, Basel, Switzerland

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  36. Konstantinos Sechidis

    1. Novartis, Basel, Switzerland

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  37. Arif Canakoglu

    1. Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy

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  38. Sara Pido

    1. Politecnico di Milano, Milan, Italy

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  39. Pietro Pinoli

    1. Politecnico di Milano, Milan, Italy

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  40. Albert Bifet

    1. University of Waikato, Hamilton, New Zealand

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  41. Sepideh Pashami

    1. Halmstad University, Halmstad, Sweden

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Part of the book series: Communications in Computer and Information Science (CCIS, volume 1752)

Conference series link(s): ECML PKDD: Joint European Conference on Machine Learning and Knowledge Discovery in Databases

Conference proceedings info: ECML PKDD 2022.

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Table of contents (42 papers)

  1. Front Matter

    Pages i-xx
    PDF

  2. Workshop on Data Science for Social Good (SoGood 2022)

    1. Front Matter

      Pages 1-7
      PDF

    2. Gender Stereotyping Impact in Facial Expression Recognition

      • Iris Dominguez-Catena, Daniel Paternain, Mikel Galar
      Pages 9-22

    4. A Unified Framework for Assessing Energy Efficiency of Machine Learning

      • Raphael Fischer, Matthias Jakobs, Sascha Mücke, Katharina Morik
      Pages 39-54

    5. Fault Detection in Wastewater Treatment Plants: Application of Autoencoders Models with Streaming Data

      • Rodrigo Salles, Jérôme Mendes, Rita P. Ribeiro, João Gama
      Pages 55-70

    7. Exploitation and Merge of Information Sources for Public Procurement Improvement

      • Roberto Nai, Emilio Sulis, Paolo Pasteris, Mirko Giunta, Rosa Meo
      Pages 89-102

    9. Evaluation of Group Fairness Measures in Student Performance Prediction Problems

      • Tai Le Quy, Thi Huyen Nguyen, Gunnar Friege, Eirini Ntoutsi
      Pages 119-136

    10. Combining Image Enhancement Techniques and Deep Learning for Shallow Water Benthic Marine Litter Detection

      • Gil Emmanuel Bancud, Alex John Labanon, Neil Angelo Abreo, Vladimer Kobayashi
      Pages 137-149

    11. Ethical and Technological AI Risks Classification: A Human Vs Machine Approach

      • Sónia Teixeira, Bruno Veloso, José Coelho Rodrigues, João Gama
      Pages 150-166

    13. Study on Correlation Between Vehicle Emissions and Air Quality in Porto

      • Nirbhaya Shaji, Thiago Andrade, Rita P. Ribeiro, João Gama
      Pages 181-196

    14. Intelligently Detecting Information Online-Weaponisation Trends (IDIOT)

      • Fawzia Zehra Kara-Isitt, Stephen Swift, Allan Tucker
      Pages 197-214

  3. Workshop on New Frontiers in Mining Complex Patterns (NFMCP 2022)

    1. Front Matter

      Pages 215-217
      PDF

    2. Multi-modal Terminology Management

      • Enrico Giai, Nicola Poeta, David Turnbull
      Pages 219-226

    3. Cluster Algorithm for Social Choice

      • Emanuele d’Ajello, Davide Formica, Elio Masciari, Gaia Mattia, Arianna Anniciello, Cristina Moscariello et al.
      Pages 227-237

    4. Sentimental Analysis of COVID-19 Vaccine Tweets Using BERT+NBSVM

      • Areeba Umair, Elio Masciari, Giusi Madeo, Muhammad Habib Ullah
      Pages 238-247
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Other Volumes

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About this book

This volume constitutes the papers of several workshops which were held in conjunction with the International Workshops of ECML PKDD 2022 on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML PKDD 2022, held in Grenoble, France, during September 19–23, 2022. 

The 73 revised full papers and 6 short papers presented in this book were carefully reviewed and selected from 143 submissions. ECML PKDD 2022 presents the following workshops:

Workshop on Data Science for Social Good (SoGood 2022)

Workshop on New Frontiers in Mining Complex Patterns (NFMCP 2022)

Workshop on Explainable Knowledge Discovery in Data Mining (XKDD 2022)

Workshop on Uplift Modeling (UMOD 2022)

Workshop on IoT, Edge and Mobile for Embedded Machine Learning (ITEM 2022)

Workshop on Mining Data for Financial Application (MIDAS 2022)

Workshop on Machine Learning for Cybersecurity (MLCS 2022)

Workshop on Machine Learning for Buildings Energy Management (MLBEM 2022) 

Workshop on Machine Learning for Pharma and Healthcare Applications (PharML 2022)

Workshop on Data Analysis in Life Science (DALS 2022)

Workshop on IoT Streams for Predictive Maintenance (IoT-PdM 2022)
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Keywords

  • artificial intelligence
  • bayesian networks
  • computer networks
  • computer vision
  • data mining
  • databases
  • fuzzy sets
  • image analysis
  • image processing
  • inference
  • inference engines
  • information retrieval
  • machine learning
  • network protocols
  • neural networks
  • semantics
  • signal processing
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Editors and Affiliations

  • University of Sydney, Sydney, Australia

    Irena Koprinska

  • University of Bari Aldo Moro, Bari, Italy

    Paolo Mignone, Annalisa Appice, Giuseppina Andresini

  • University of Pisa, Pisa, Italy

    Riccardo Guidotti, Francesca Naretto

  • Warsaw University of Technology, Warsaw, Poland

    Szymon Jaroszewicz

  • Heidelberg University, Heidelberg, Germany

    Holger Fröning

  • UniCredit, Rome, Italy

    Francesco Gullo, Ilaria Bordino

  • University of Lisbon, Lisbon, Portugal

    Pedro M. Ferreira, Ibéria Medeiros, Guilherme Graça

  • Roche, Basel, Switzerland

    Damian Roqueiro, Naghmeh Ghazaleh

  • Barcelona Supercomputing Center, Barcelona, Spain

    Gaia Ceddia

  • Halmstad University, Halmstad, Sweden

    Slawomir Nowaczyk, Sepideh Pashami

  • University of Porto, Porto, Portugal

    João Gama, Rita Ribeiro

  • UPC BarcelonaTech, Barcelona, Spain

    Ricard Gavaldà

  • University of Naples Federico II, Naples, Italy

    Elio Masciari

  • University of North Carolina, Charlotte, USA

    Zbigniew Ras

  • ICAR-CNR, Rende, Italy

    Ettore Ritacco

  • Aalen University of Applied Sciences, Aalen, Germany

    Andreas Theissler

  • Warsaw University of Technology, Warszaw, Poland

    Przemyslaw Biecek

  • KU Leuven, Leuven, Belgium

    Wouter Verbeke

  • University of Duisburg-Essen, Essen, Germany

    Gregor Schiele

  • Graz University of Technology, Graz, Austria

    Franz Pernkopf

  • AMD, Dublin, Ireland

    Michaela Blott

  • UniCredit, Milan, Italy

    Ivan Luciano Danesi

  • National Agency for New Technologies, Rome, Italy

    Giovanni Ponti

  • Unicredit, Rome, Italy

    Lorenzo Severini

  • Northwestern University, Chicago, USA

    Lee Cooper

  • University of Lausanne, Lausanne, Switzerland

    Jonas Richiardi

  • Novartis, Basel, Switzerland

    Diego Saldana, Konstantinos Sechidis

  • Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy

    Arif Canakoglu

  • Politecnico di Milano, Milan, Italy

    Sara Pido, Pietro Pinoli

  • University of Waikato, Hamilton, New Zealand

    Albert Bifet

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Bibliographic Information

  • Book Title: Machine Learning and Principles and Practice of Knowledge Discovery in Databases

  • Book Subtitle: International Workshops of ECML PKDD 2022, Grenoble, France, September 19–23, 2022, Proceedings, Part I

  • Editors: Irena Koprinska, Paolo Mignone, Riccardo Guidotti, Szymon Jaroszewicz, Holger Fröning, Francesco Gullo, Pedro M. Ferreira, Damian Roqueiro, Gaia Ceddia, Slawomir Nowaczyk, João Gama, Rita Ribeiro, Ricard Gavaldà, Elio Masciari, Zbigniew Ras, Ettore Ritacco, Francesca Naretto, Andreas Theissler, Przemyslaw Biecek, Wouter Verbeke, Gregor Schiele, Franz Pernkopf, Michaela Blott, Ilaria Bordino, Ivan Luciano Danesi, Giovanni Ponti, Lorenzo Severini, Annalisa Appice, Giuseppina Andresini, Ibéria Medeiros, Guilherme Graça, Lee Cooper, Naghmeh Ghazaleh, Jonas Richiardi, Diego Saldana, Konstantinos Sechidis, Arif Canakoglu, Sara Pido, Pietro Pinoli, Albert Bifet, … Sepideh Pashami

  • Series Title: Communications in Computer and Information Science

  • DOI: https://doi.org/10.1007/978-3-031-23618-1

  • Publisher: Springer Cham

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

  • Copyright Information: The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2023

  • Softcover ISBN: 978-3-031-23617-4Published: 31 January 2023

  • eBook ISBN: 978-3-031-23618-1Published: 30 January 2023

  • Series ISSN: 1865-0929

  • Series E-ISSN: 1865-0937

  • Edition Number: 1

  • Number of Pages: XX, 633

  • Number of Illustrations: 28 b/w illustrations, 200 illustrations in colour

  • Topics: Artificial Intelligence, Computer Imaging, Vision, Pattern Recognition and Graphics, Computer Engineering and Networks, Data Structures and Information Theory, Computer and Information Systems Applications, Computers and Education

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Access via your institution
eBook USD 89.00
Price excludes VAT (USA)
  • ISBN: 978-3-031-23618-1
  • 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 119.99
Price excludes VAT (USA)
Learn about institutional subscriptions