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Information Processing and Management of Uncertainty in Knowledge-Based Systems

18th International Conference, IPMU 2020, Lisbon, Portugal, June 15–19, 2020, Proceedings, Part II

  • Conference proceedings
  • © 2020

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Editors:
  1. Marie-Jeanne Lesot

    1. LIP6-Sorbonne University, Paris, France

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  2. Susana Vieira

    1. IDMEC, IST, Universidade de Lisboa, Lisbon, Portugal

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  3. Marek Z. Reformat

    1. University of Alberta, Edmonton, Canada

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  4. João Paulo Carvalho

    1. INESC, IST, Universidade de Lisboa, Lisbon, Portugal

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  5. Anna Wilbik

    1. Eindhoven University of Technology, Eindhoven, The Netherlands

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  6. Bernadette Bouchon-Meunier

    1. CNRS-Sorbonne University, Paris, France

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  7. Ronald R. Yager

    1. Iona College, New Rochelle, USA

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Part of the book series: Communications in Computer and Information Science (CCIS, volume 1238)

Included in the following conference series:

Conference proceedings info: IPMU 2020.

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About this book

This three volume set (CCIS 1237-1239) constitutes the proceedings of the 18th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU 2020, in June 2020. The conference was scheduled to take place in Lisbon, Portugal, at University of Lisbon, but due to COVID-19 pandemic it was held virtually.

The 173 papers were carefully reviewed and selected from 213 submissions. The papers are organized in topical sections: homage to Enrique Ruspini; invited talks; foundations and mathematics; decision making, preferences and votes; optimization and uncertainty; games; real world applications; knowledge processing and creation; machine learning I; machine learning II;  XAI; image processing; temporal data processing; text analysis and processing; fuzzy interval analysis; theoretical and applied aspects of imprecise probabilities; similarities in artificial intelligence; belief function theory and its applications; aggregation: theory and practice; aggregation: pre-aggregation functions and other generalizations of monotonicity; aggregation: aggregation of different data structures; fuzzy methods in data mining and knowledge discovery; computational intelligence for logistics and transportation problems; fuzzy implication functions; soft methods in statistics and data analysis; image understanding and explainable AI; fuzzy and generalized quantifier theory; mathematical methods towards dealing with uncertainty in applied sciences; statistical image processing and analysis, with applications in neuroimaging; interval uncertainty; discrete models and computational intelligence; current techniques to model, process and describe time series; mathematical fuzzy logic and graded reasoning models; formal concept analysis, rough sets, general operators and related topics; computational intelligence methods in information modelling, representation and processing.

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Keywords

Table of contents (61 papers)

  1. Front Matter

    Pages i-xxii
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  2. Fuzzy Interval Analysis

    1. Front Matter

      Pages 1-1
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    2. An Introduction to Differential Algebraic Equations Under Interval Uncertainty: A First Step Toward Generalized Uncertainty DAEs

      • Weldon Alexander Lodwick, Marina Tuyako Mizukoshi
      Pages 3-12

    3. Classification of Hyperbolic Singularities in Interval 3-Dimensional Linear Differential Systems

      • Marina Tuyako Mizukoshi, Alain Jacquemard, Weldon Alexander Lodwick
      Pages 13-27

    4. New Results in the Calculus of Fuzzy-Valued Functions Using Mid-Point Representations

      • Luciano Stefanini, Laerte Sorini, Mina Shahidi
      Pages 28-42

    5. On the Sum of Generalized Hukuhara Differentiable Fuzzy Functions

      • Yurilev Chalco-Cano, A. Khastan, Antonio Rufián-Lizana
      Pages 43-50

  3. Theoretical and Applied Aspects of Imprecise Probabilities

    1. Front Matter

      Pages 51-51
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    2. Imprecise Classification with Non-parametric Predictive Inference

      • Serafín Moral, Carlos J. Mantas, Javier G. Castellano, Joaquín Abellán
      Pages 53-66

    3. On the Elicitation of an Optimal Outer Approximation of a Coherent Lower Probability

      • Enrique Miranda, Ignacio Montes, Paolo Vicig
      Pages 67-81

    4. Binary Credal Classification Under Sparsity Constraints

      • Tathagata Basu, Matthias C. M. Troffaes, Jochen Einbeck
      Pages 82-95

    5. Cautious Label-Wise Ranking with Constraint Satisfaction

      • Yonatan-Carlos Carranza-Alarcon, Soundouss Messoudi, Sébastien Destercke
      Pages 96-111

    6. Approximating General Kernels by Extended Fuzzy Measures: Application to Filtering

      • Sébastien Destercke, Agnès Rico, Olivier Strauss
      Pages 112-123

    7. Metrical Approach to Measuring Uncertainty

      • Andrey G. Bronevich, Igor N. Rozenberg
      Pages 124-136

    8. Conditioning and Dilation with Coherent Nearly-Linear Models

      • Renato Pelessoni, Paolo Vicig
      Pages 137-150

    9. Learning Sets of Bayesian Networks

      • Andrés Cano, Manuel Gómez-Olmedo, Serafín Moral
      Pages 151-164

    10. A Study of the Set of Probability Measures Compatible with Comparative Judgements

      • Alexander Erreygers, Enrique Miranda
      Pages 165-179

    11. Coherent and Archimedean Choice in General Banach Spaces

      • Gert de Cooman
      Pages 180-194

    12. Archimedean Choice Functions

      • Jasper De Bock
      Pages 195-209

    13. Dynamic Portfolio Selection Under Ambiguity in the \(\epsilon \)-Contaminated Binomial Model

      • Paride Antonini, Davide Petturiti, Barbara Vantaggi
      Pages 210-223

    14. Limit Behaviour of Upper and Lower Expected Time Averages in Discrete-Time Imprecise Markov Chains

      • Natan T’Joens, Jasper De Bock
      Pages 224-238
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Other volumes

  1. Information Processing and Management of Uncertainty in Knowledge-Based Systems

  2. Information Processing and Management of Uncertainty in Knowledge-Based Systems

  3. Information Processing and Management of Uncertainty in Knowledge-Based Systems

Editors and Affiliations

  • LIP6-Sorbonne University, Paris, France

    Marie-Jeanne Lesot

  • IDMEC, IST, Universidade de Lisboa, Lisbon, Portugal

    Susana Vieira

  • University of Alberta, Edmonton, Canada

    Marek Z. Reformat

  • INESC, IST, Universidade de Lisboa, Lisbon, Portugal

    João Paulo Carvalho

  • Eindhoven University of Technology, Eindhoven, The Netherlands

    Anna Wilbik

  • CNRS-Sorbonne University, Paris, France

    Bernadette Bouchon-Meunier

  • Iona College, New Rochelle, USA

    Ronald R. Yager

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