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Foundations of Intelligent Systems

25th International Symposium, ISMIS 2020, Graz, Austria, September 23–25, 2020, Proceedings

  • Conference proceedings
  • © 2020

Overview

Editors:
  1. Denis Helic

    1. Graz University of Technology, Graz, Austria

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  2. Gerhard Leitner

    1. University of Klagenfurt, Klagenfurt, Austria

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  3. Martin Stettinger

    1. Graz University of Technology, Graz, Austria

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  4. Alexander Felfernig

    1. Graz University of Technology, Graz, Austria

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  5. Zbigniew W. Raś

    1. University of North Carolina at Charlotte, Charlotte, USA

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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 12117)

Part of the book sub series: Lecture Notes in Artificial Intelligence (LNAI)

Included in the following conference series:

Conference proceedings info: ISMIS 2020.

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Table of contents (44 papers)

  1. Front Matter

    Pages i-xxvii
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  3. Nominees for Best Paper Award

    1. Front Matter

      Pages 9-9
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    2. The Construction of Action Rules to Raise Artwork Prices

      • Laurel Powell, Anna Gelich, Zbigniew W. Ras
      Pages 11-20

    3. Metric-Guided Multi-task Learning

      • Jinfu Ren, Yang Liu, Jiming Liu
      Pages 21-31

    4. Sentiment Analysis with Contextual Embeddings and Self-attention

      • Katarzyna Biesialska, Magdalena Biesialska, Henryk Rybinski
      Pages 32-41

  4. Nominees for Best Student Paper Award

    1. Front Matter

      Pages 43-43
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    2. Interpretable Segmentation of Medical Free-Text Records Based on Word Embeddings

      • Adam Gabriel Dobrakowski, Agnieszka Mykowiecka, Małgorzata Marciniak, Wojciech Jaworski, Przemysław Biecek
      Pages 45-55

    3. Decision-Making with Probabilistic Reasoning in Engineering Design

      • Stefan Plappert, Paul Christoph Gembarski, Roland Lachmayer
      Pages 56-65

    4. Hyperbolic Embeddings for Hierarchical Multi-label Classification

      • Tomaž Stepišnik, Dragi Kocev
      Pages 66-76

  5. Natural Language Processing

    1. Front Matter

      Pages 77-77
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    2. Joint Multiclass Debiasing of Word Embeddings

      • Radomir Popović, Florian Lemmerich, Markus Strohmaier
      Pages 79-89

    3. Recursive Neural Text Classification Using Discourse Tree Structure for Argumentation Mining and Sentiment Analysis Tasks

      • Alexander Chernyavskiy, Dmitry Ilvovsky
      Pages 90-101

    4. Named Entity Recommendations to Enhance Multilingual Retrieval in Europeana.eu

      • Sergiu Gordea, Monica Lestari Paramita, Antoine Isaac
      Pages 102-112

    5. A Deep Learning Approach to Fake News Detection

      • Elio Masciari, Vincenzo Moscato, Antonio Picariello, Giancarlo Sperli
      Pages 113-122

    6. Satirical News Detection with Semantic Feature Extraction and Game-Theoretic Rough Sets

      • Yue Zhou, Yan Zhang, JingTao Yao
      Pages 123-135

  6. Deep Learning and Embeddings

    1. Front Matter

      Pages 137-137
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    2. Comparing State-of-the-Art Neural Network Ensemble Methods in Soccer Predictions

      • Tiago Mendes-Neves, João Mendes-Moreira
      Pages 139-149

    3. Static Music Emotion Recognition Using Recurrent Neural Networks

      • Jacek Grekow
      Pages 150-160
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Other volumes

  1. Foundations of Intelligent Systems

  2. Intelligent Systems in Industrial Applications

Keywords

About this book

This book constitutes the proceedings of the 25th International Symposium on Foundations of Intelligent Systems, ISMIS 2020, held in Graz, Austria, in October 2020. The conference was held virtually due to the COVID-19 pandemic.

The 35 full and 8 short papers presented in this volume were carefully reviewed and selected from 79 submissions. Included is also one invited talk. The papers deal with topics such as natural language processing; deep learning and embeddings; digital signal processing; modelling and reasoning; and machine learning applications.

Editors and Affiliations

  • Graz University of Technology, Graz, Austria

    Denis Helic, Martin Stettinger, Alexander Felfernig

  • University of Klagenfurt, Klagenfurt, Austria

    Gerhard Leitner

  • University of North Carolina at Charlotte, Charlotte, USA

    Zbigniew W. Raś

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