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Author MDAI (Conference) (16th : 2019 : Milan, Italy)

Title Modeling decisions for artificial intelligence : 16th international conference, MDAI 2019, Milan, Italy, September 4-6, 2019 : proceedings / Vicenç Torra, Yasuo Narukawa, Gabriella Pasi, Marco Viviani (eds.)
Published Cham : Springer, [2019]
©2019

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Description 1 online resource : illustrations (some color)
Series Lecture notes in artificial intelligence ; 11676
Lecture notes in computer science. Lecture notes in artificial intelligence.
Lecture notes in computer science ; 11676.
Contents Intro; Preface; Organization; Abstracts of Invited Talks; Incomplete Knowledge in Computational Social Choice; As Simple as Possible But Not Simpler in Multiple Criteria Decision Analysis: The Robust Stochastic Level Dependent Choquet Integral Approach; Contents; Aggregation Operators and Decision Making; General Chebyshev Type Inequality for Seminormed Fuzzy Integral; 1 Introduction; 2 Preliminaries; 3 Main Results; 4 On Existing Sufficient Conditions; 5 Special Cases; 5.1 Sugeno Integral on [0,1]; 5.2 Shilkret Integral on [0,1]; 6 Concluding Remarks; References
Convergence in Measure Theorems of the Choquet Integral Revisited1 Introduction; 2 Preliminaries; 3 The Conditional Autocontinuity of Nonadditive Measures; 4 The Monotone Convergence in Measure Theorem; 5 The Fatou and the Reverse Fatou in Measure Lemmas; 6 The Dominated Convergence in Measure Theorem; 7 The Dual Measure Forms; 8 The Extension to Symmetric and Asymmetric Integrals; 9 Concluding Remarks; References; Risk-Sensitive Markov Decision Under Risk Constraints with Coherent Risk Measures; 1 Introduction; 2 Coherent Risk Measure Derived from Risk Averse Utility
3 Markov Decision Processes with Risk Constraints4 Feasibility of Risk Constraints and Risk-Sensitive Expected Rewards; 5 Dynamic Risk-Sensitive Rewards Under Risk Constraints; 6 Numerical Examples; References; Set-Based Extended Functions; 1 Introduction; 2 Set-Based Extended Functions on a General Universe; 3 Set-Based Extended Functions on Lattices; 4 Set-Based Extended Aggregation Functions on Chains; 5 Concluding Remarks; References; Fuzzy Confirmation Measures (a)symmetry Properties; 1 Introduction; 2 Bayesian and Fuzzy Confirmation Measures; 3 Symmetries
4 Lack of Symmetry and Degree of Asymmetry5 Conclusions; References; Fake News Detection in Microblogging Through Quantifier-Guided Aggregation; 1 Introduction; 2 Related Work; 3 MCDM and Aggregation Operators; 3.1 OWA Operators and Linguistic Quantifiers; 4 An OWA-Based Approach for Fake News Detection; 4.1 Fake News Event Detection on Twitter; 4.2 Quantifier-Guided Aggregation Schemes; 5 Evaluation; 5.1 Implementation Details; 5.2 Summarization of Results and Discussion; 6 Conclusions; References; Individual, Coalitional and Structural Influence in Group Decision-Making; 1 Introduction
2 Influence Model in Group Decision-Making2.1 Influence in Social Networks; 2.2 Influence of Coalitions of Agents; 2.3 Social Choice Functions and Social Influence Functions; 3 Graphical and Mathematical Expressions of the Three Levels of Influence; 3.1 Level I Influence from Independent Agents; 3.2 Level II Influence from Coalitional Agents; 3.3 Level III Influence from Structural Agents; 4 The Interplay Between the Coalitional Influence and the Structural Influence: A Probability-Based Approach; 4.1 Individual Influences; 4.2 Structural Influences; 4.3 Coalitional Influences
Summary This book constitutes the refereed proceedings of the 16th International Conference on Modeling Decisions for Artificial Intelligence, MDAI 2019, held in Milan, Italy, in September 2019. The 30 papers presented in this volume were carefully reviewed and selected from 50 submissions. They discuss different facets of decision processes in a broad sense and present research in data science, data privacy, aggregation functions, human decision making, graphs and social networks, and recommendation and search. The papers are organized in the following topical sections: aggregation operators and decision making; data science and data mining; and data privacy and security
Bibliography Includes bibliographical references and index
Notes Online resource; title from PDF title page (SpringerLink, viewed September 11, 2019)
Subject Artificial intelligence -- Mathematical models -- Congresses
Decision making -- Mathematical models -- Congresses
Computer simulation -- Congresses
Artificial intelligence -- Mathematical models
Computer simulation
Decision making -- Mathematical models
Genre/Form proceedings (reports)
Conference papers and proceedings
Conference papers and proceedings.
Actes de congrès.
Form Electronic book
Author Torra, Vicenç, editor.
Narukawa, Yasuo, editor.
Pasi, Gabriella, 1961- editor.
Viviani, Marco, editor.
ISBN 9783030267735
3030267733
3030267725
9783030267728
9783030267742
3030267741