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Machine Learning and Principles and Practice of Knowledge Discovery in Databases

International Workshops of ECML PKDD 2021, Virtual Event, September 13-17, 2021, Proceedings, Part II

  • Conference proceedings
  • © 2021

Overview

Editors:
  1. Michael Kamp

    1. IKIM, Ruhr-University Bochum, Bochum, Germany

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  2. Irena Koprinska

    1. University of Sydney, Sydney, Australia

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  3. Adrien Bibal

    1. University of Namur, Namur, Belgium

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  4. Tassadit Bouadi

    1. University of Rennes 1, Rennes, France

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  5. Benoît Frénay

    1. University of Namur, Namur, Belgium

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  6. Luis Galárraga

    1. Inria, Rennes, France

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  7. José Oramas

    1. University of Antwerp, Antwerp, Belgium

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  8. Linara Adilova

    1. Ruhr University Bochum, Bochum, Germany

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  9. Yamuna Krishnamurthy

    1. Royal Holloway University of London, Egham, UK

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  10. Bo Kang

    1. Ghent University, Ghent, Belgium

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  11. Christine Largeron

    1. Université Jean Monnet, Saint-Etienne cedex 2, France

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  12. Jefrey Lijffijt

    1. Ghent University, Gent, Belgium

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  13. Tiphaine Viard

    1. Telecom Paris, Paris, France

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  14. Pascal Welke

    1. University of Bonn, Bonn, Germany

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  15. Massimiliano Ruocco

    1. Norwegian Univesity of Science and Technology, Trondheim, Norway

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  16. Erlend Aune

    1. BI Norwegian Business School, Oslo, Norway

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  17. Claudio Gallicchio

    1. University of Pisa, Pisa, Italy

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  18. Gregor Schiele

    1. University of Duisburg-Essen, Essen, Germany

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  19. Franz Pernkopf

    1. Graz University of Technology, Graz, Austria

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  20. Michaela Blott

    1. Xilinx Research, Dublin, Ireland

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  21. Holger Fröning

    1. Heidelberg University, Heidelberg, Germany

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  22. Günther Schindler

    1. Heidelberg University, Heidelberg, Germany

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  23. Riccardo Guidotti

    1. University of Pisa, Pisa, Italy

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  24. Anna Monreale

    1. University of Pisa, Pisa, Italy

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  25. Salvatore Rinzivillo

    1. ISTI-CNR, Pisa, Italy

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  26. Przemyslaw Biecek

    1. Warsaw University of Technology, Warsaw, Poland

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  27. Eirini Ntoutsi

    1. Freie Universität Berlin, Berlin, Germany

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  28. Mykola Pechenizkiy

    1. Eindhoven University of Technology, Eindhoven, The Netherlands

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  29. Bodo Rosenhahn

    1. Leibniz University Hannover, Hannover, Germany

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  30. Christopher Buckley

    1. University of Sussex, Brighton, UK

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  31. Daniela Cialfi

    1. University of Chieti-Pescara, Chieti, Italy

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  32. Pablo Lanillos

    1. Radboud University Nijmegen, Nijmegen, The Netherlands

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  33. Maxwell Ramstead

    1. McGill University, Montreal, Canada

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  34. Tim Verbelen

    1. Ghent University, Ghent, Belgium

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  35. Pedro M. Ferreira

    1. University of Lisbon, Lisboa, Portugal

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  36. Giuseppina Andresini

    1. University of Bari Aldo Moro, Bari, Italy

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  37. Donato Malerba

    1. Universita di Bari Aldo Moro, Bari, Italy

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  38. Ibéria Medeiros

    1. University of Lisbon, Lisbon, Portugal

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  39. Philippe Fournier-Viger

    1. Shenzhen University, Shenzhen, China

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  40. M. Saqib Nawaz

    1. Harbin Institute of Technology, Harbin, China

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  41. Sebastian Ventura

    1. University of Córdoba, Córdoba, Spain

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  42. Meng Sun

    1. Peking University, Beijing, China

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  43. Min Zhou

    1. Noah's Ark Lab, Huawei, Beijing, China

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  44. Valerio Bitetta

    1. UniCredit, Milan, Italy

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  45. Ilaria Bordino

    1. UniCredit, Rome, Italy

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  46. Andrea Ferretti

    1. UniCredit, Milan, Italy

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  47. Francesco Gullo

    1. Unicredit, Rome, Italy

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  48. Giovanni Ponti

    1. ENEA Headquarters, Portici, Italy

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  49. Lorenzo Severini

    1. Unicredit, Rome, Italy

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  50. Rita Ribeiro

    1. University of Porto, Porto, Portugal

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  51. João Gama

    1. University of Porto, Porto, Portugal

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  52. Ricard Gavaldà

    1. UPC BarcelonaTech, Barcelona, Spain

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  53. Lee Cooper

    1. Northwestern University, Chicago, USA

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  54. Naghmeh Ghazaleh

    1. PD Personalised Healthcare, Basel, Switzerland

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  55. Jonas Richiardi

    1. University of Lausanne, Lausanne, Switzerland

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  56. Damian Roqueiro

    1. ETH Zurich, Basel, Switzerland

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  57. Diego Saldana Miranda

    1. F. Hoffmann–La Roche Ltd, Basel, Switzerland

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  58. Konstantinos Sechidis

    1. Novartis Pharma AG, Basel, Switzerland

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  59. Guilherme Graça

    1. University of Lisbon, Lisbon, Portugal

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Part of the book series: Communications in Computer and Information Science (CCIS, volume 1525)

Included in the following conference series:

Conference proceedings info: ECML PKDD 2021.

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Table of contents (41 papers)

  1. Front Matter

    Pages i-xxvi
    Download chapter PDF

  2. Machine Learning for CyberSecurity

    1. Front Matter

      Pages 1-4
      Download chapter PDF

    2. Dealing with Imbalanced Data in Multi-class Network Intrusion Detection Systems Using XGBoost

      • Malik AL-Essa, Annalisa Appice
      Pages 5-21

    3. Adversarial Robustness of Probabilistic Network Embedding for Link Prediction

      • Xi Chen, Bo Kang, Jefrey Lijffijt, Tijl De Bie
      Pages 22-38

    4. Practical Black Box Model Inversion Attacks Against Neural Nets

      • Thomas Bekman, Masoumeh Abolfathi, Haadi Jafarian, Ashis Biswas, Farnoush Banaei-Kashani, Kuntal Das
      Pages 39-54

    5. NBcoded: Network Attack Classifiers Based on Encoder and Naive Bayes Model for Resource Limited Devices

      • Lander Segurola-Gil, Francesco Zola, Xabier Echeberria-Barrio, Raul Orduna-Urrutia
      Pages 55-70

  3. Workshop on Machine Learning in Software Engineering

    1. Front Matter

      Pages 71-73
      Download chapter PDF

    2. A Stacked Bidirectional LSTM Model for Classifying Source Codes Built in MPLs

      • Md. Mostafizer Rahman, Yutaka Watanobe, Rage Uday Kiran, Raihan Kabir
      Pages 75-89

    3. Metamorphic Malware Behavior Analysis Using Sequential Pattern Mining

      • M. Saqib Nawaz, Philippe Fournier-Viger, M. Zohaib Nawaz, Guoting Chen, Youxi Wu
      Pages 90-103

    4. Applying Machine Learning to Risk Assessment in Software Projects

      • André Sousa, João Pascoal Faria, João Mendes-Moreira, Duarte Gomes, Pedro Castro Henriques, Ricardo Graça
      Pages 104-118

    5. SampleFix: Learning to Generate Functionally Diverse Fixes

      • Hossein Hajipour, Apratim Bhattacharyya, Cristian-Alexandru Staicu, Mario Fritz
      Pages 119-133

    6. Linguistic Analysis of Stack Overflow Data: Native English vs Non-native English Speakers

      • Janneke Morin, Krishnendu Ghosh
      Pages 134-142

    7. IReEn: Reverse-Engineering of Black-Box Functions via Iterative Neural Program Synthesis

      • Hossein Hajipour, Mateusz Malinowski, Mario Fritz
      Pages 143-157

    8. Machine Learning for Intelligent Industrial Design

      • Philippe Fournier-Viger, M. Saqib Nawaz, Wei Song, Wensheng Gan
      Pages 158-172

  4. MIning DAta for financial applicationS

    1. Front Matter

      Pages 173-177
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    2. Financial Forecasting with Word Embeddings Extracted from News: A Preliminary Analysis

      • Luca Barbaglia, Sergio Consoli, Susan Wang
      Pages 179-188Open Access

    3. On Neural Forecasting and News Emotions: The Case of the Spanish Stock Market

      • Sergio Consoli, Matteo Negri, Amirhossein Tebbifakhr, Elisa Tosetti, Marco Turchi
      Pages 189-194

    4. Adaptive Supervised Learning for Financial Markets Volatility Targeting Models

      • Eric Benhamou, David Saltiel, Serge Tabachnik, Corentin Bourdeix, François Chareyron, Beatrice Guez
      Pages 195-209

    5. Efficient Analysis of Transactional Data Using Graph Convolutional Networks

      • Hamish Hall, Pedro Baiz, Philip Nadler
      Pages 210-225

    6. A Reasoning Approach to Financial Data Exchange with Statistical Confidentiality

      • Luigi Bellomarini, Livia Blasi, Rosario Laurendi, Emanuel Sallinger
      Pages 226-231
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Other volumes

  1. Machine Learning and Knowledge Discovery in Databases. Research Track

  2. Machine Learning and Knowledge Discovery in Databases. Research Track

  3. Machine Learning and Knowledge Discovery in Databases. Research Track

  4. Machine Learning and Knowledge Discovery in Databases. Applied Data Science Track

  5. Machine Learning and Knowledge Discovery in Databases. Applied Data Science Track

  6. Machine Learning and Principles and Practice of Knowledge Discovery in Databases

  7. Machine Learning and Principles and Practice of Knowledge Discovery in Databases

Keywords

About this book

This two-volume set constitutes the refereed proceedings of the workshops which complemented the 21th Joint European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD, held in September 2021. Due to the COVID-19 pandemic the conference and workshops were held online. 

The 104 papers were thoroughly reviewed and selected from 180 papers submited for the workshops. This two-volume set includes the proceedings of the following workshops:
Workshop on Advances in Interpretable Machine Learning and Artificial Intelligence (AIMLAI 2021)
Workshop on Parallel, Distributed and Federated Learning (PDFL 2021)
Workshop on Graph Embedding and Mining  (GEM 2021)
Workshop on Machine Learning for Irregular Time-series (ML4ITS 2021)
Workshop on IoT, Edge, and Mobile for Embedded Machine Learning (ITEM 2021)
Workshop on eXplainable Knowledge Discovery in Data Mining (XKDD 2021)
Workshop on Bias and Fairness in AI (BIAS 2021)
Workshop on Workshop on Active Inference (IWAI 2021)
Workshop on Machine Learning for Cybersecurity (MLCS 2021)
Workshop on Machine Learning in Software Engineering (MLiSE 2021)
Workshop on MIning Data for financial applications (MIDAS 2021)
Sixth Workshop on Data Science for Social Good (SoGood 2021)
Workshop on Machine Learning for Pharma and Healthcare Applications (PharML 2021)
Second Workshop on Evaluation and Experimental Design in Data Mining and Machine Learning (EDML 2020)
Workshop on Machine Learning for Buildings Energy Management (MLBEM 2021)

Editors and Affiliations

  • IKIM, Ruhr-University Bochum, Bochum, Germany

    Michael Kamp

  • University of Sydney, Sydney, Australia

    Irena Koprinska

  • University of Namur, Namur, Belgium

    Adrien Bibal, Benoît Frénay

  • University of Rennes 1, Rennes, France

    Tassadit Bouadi

  • Inria, Rennes, France

    Luis Galárraga

  • University of Antwerp, Antwerp, Belgium

    José Oramas

  • Ruhr University Bochum, Bochum, Germany

    Linara Adilova

  • Royal Holloway University of London, Egham, UK

    Yamuna Krishnamurthy

  • Ghent University, Ghent, Belgium

    Bo Kang, Tim Verbelen

  • Université Jean Monnet, Saint-Etienne cedex 2, France

    Christine Largeron

  • Ghent University, Gent, Belgium

    Jefrey Lijffijt

  • Telecom Paris, Paris, France

    Tiphaine Viard

  • University of Bonn, Bonn, Germany

    Pascal Welke

  • Norwegian Univesity of Science and Technology, Trondheim, Norway

    Massimiliano Ruocco

  • BI Norwegian Business School, Oslo, Norway

    Erlend Aune

  • University of Pisa, Pisa, Italy

    Claudio Gallicchio, Riccardo Guidotti, Anna Monreale

  • University of Duisburg-Essen, Essen, Germany

    Gregor Schiele

  • Graz University of Technology, Graz, Austria

    Franz Pernkopf

  • Xilinx Research, Dublin, Ireland

    Michaela Blott

  • Heidelberg University, Heidelberg, Germany

    Holger Fröning, Günther Schindler

  • ISTI-CNR, Pisa, Italy

    Salvatore Rinzivillo

  • Warsaw University of Technology, Warsaw, Poland

    Przemyslaw Biecek

  • Freie Universität Berlin, Berlin, Germany

    Eirini Ntoutsi

  • Eindhoven University of Technology, Eindhoven, The Netherlands

    Mykola Pechenizkiy

  • Leibniz University Hannover, Hannover, Germany

    Bodo Rosenhahn

  • University of Sussex, Brighton, UK

    Christopher Buckley

  • University of Chieti-Pescara, Chieti, Italy

    Daniela Cialfi

  • Radboud University Nijmegen, Nijmegen, The Netherlands

    Pablo Lanillos

  • McGill University, Montreal, Canada

    Maxwell Ramstead

  • University of Lisbon, Lisboa, Portugal

    Pedro M. Ferreira

  • University of Bari Aldo Moro, Bari, Italy

    Giuseppina Andresini

  • Universita di Bari Aldo Moro, Bari, Italy

    Donato Malerba

  • University of Lisbon, Lisbon, Portugal

    Ibéria Medeiros, Guilherme Graça

  • Shenzhen University, Shenzhen, China

    Philippe Fournier-Viger

  • Harbin Institute of Technology, Harbin, China

    M. Saqib Nawaz

  • University of Córdoba, Córdoba, Spain

    Sebastian Ventura

  • Peking University, Beijing, China

    Meng Sun

  • Noah's Ark Lab, Huawei, Beijing, China

    Min Zhou

  • UniCredit, Milan, Italy

    Valerio Bitetta, Andrea Ferretti

  • UniCredit, Rome, Italy

    Ilaria Bordino

  • Unicredit, Rome, Italy

    Francesco Gullo, Lorenzo Severini

  • ENEA Headquarters, Portici, Italy

    Giovanni Ponti

  • University of Porto, Porto, Portugal

    Rita Ribeiro, João Gama

  • UPC BarcelonaTech, Barcelona, Spain

    Ricard Gavaldà

  • Northwestern University, Chicago, USA

    Lee Cooper

  • PD Personalised Healthcare, Basel, Switzerland

    Naghmeh Ghazaleh

  • University of Lausanne, Lausanne, Switzerland

    Jonas Richiardi

  • ETH Zurich, Basel, Switzerland

    Damian Roqueiro

  • F. Hoffmann–La Roche Ltd, Basel, Switzerland

    Diego Saldana Miranda

  • Novartis Pharma AG, Basel, Switzerland

    Konstantinos Sechidis

Bibliographic Information

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

  • Book Subtitle: International Workshops of ECML PKDD 2021, Virtual Event, September 13-17, 2021, Proceedings, Part II

  • Editors: Michael Kamp, Irena Koprinska, Adrien Bibal, Tassadit Bouadi, Benoît Frénay, Luis Galárraga, José Oramas, Linara Adilova, Yamuna Krishnamurthy, Bo Kang, Christine Largeron, Jefrey Lijffijt, Tiphaine Viard, Pascal Welke, Massimiliano Ruocco, Erlend Aune, Claudio Gallicchio, Gregor Schiele, Franz Pernkopf, Michaela Blott, Holger Fröning, Günther Schindler, Riccardo Guidotti, Anna Monreale, Salvatore Rinzivillo, Przemyslaw Biecek, Eirini Ntoutsi, Mykola Pechenizkiy, Bodo Rosenhahn, Christopher Buckley, Daniela Cialfi, Pablo Lanillos, Maxwell Ramstead, Tim Verbelen, Pedro M. Ferreira, Giuseppina Andresini, Donato Malerba, Ibéria Medeiros, Philippe Fournier-Viger, M. Saqib Nawaz, Sebastian Ventura, Meng Sun, Min Zhou, Valerio Bitetta, Ilaria Bordino, Andrea Ferretti, Francesco Gullo, Giovanni Ponti, Lorenzo Severini, Rita Ribeiro, João Gama, Ricard Gavaldà, Lee Cooper, Naghmeh Ghazaleh, Jonas Richiardi, Damian Roqueiro, Diego Saldana Miranda, Konstantinos Sechidis, … Guilherme Graça

  • Series Title: Communications in Computer and Information Science

  • DOI: https://doi.org/10.1007/978-3-030-93733-1

  • Publisher: Springer Cham

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

  • Copyright Information: Springer Nature Switzerland AG 2021

  • Softcover ISBN: 978-3-030-93732-4Published: 19 February 2022

  • eBook ISBN: 978-3-030-93733-1Published: 18 February 2022

  • Series ISSN: 1865-0929

  • Series E-ISSN: 1865-0937

  • Edition Number: 1

  • Number of Pages: XXVI, 584

  • Number of Illustrations: 21 b/w illustrations, 135 illustrations in colour

  • Topics: Artificial Intelligence, Information Systems and Communication Service, Computer Appl. in Social and Behavioral Sciences, Computing Milieux, Computer Systems Organization and Communication Networks, Computer Imaging, Vision, Pattern Recognition and Graphics

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