Title Modeling decisions for artificial intelligence : 12th International Conference, MDAI 2015, Skövde, Sweden, September 21-23, 2015, Proceedings / Vicenc Torra, Yasuo Narukawa (eds.)

Published Cham : Springer, 2015

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Description 1 online resource (xxvi, 243 pages) : illustrations Series Lecture notes in artificial intelligence, 0302-9743 ; 9321 LNCS sublibrary. SL 7, Artificial intelligence Lecture notes in computer science. Lecture notes in artificial intelligence ; 9321 LNCS sublibrary. SL 7, Artificial intelligence. Contents Intro -- Preface -- Organization -- Abstracts of Invited Talks -- Modeling the Complex Search Space of DataPrivacy Problems -- Classifying Large Graphswith Differential Privacy -- Statistical Forecasting Using Belief Functions -- Preference Learning: Machine Learning MeetsPreference Modeling -- Game-Theoretic Approaches to DecisionMaking in Cyber-Physical Systems Security(Extended Abstract) -- Contents -- Invited Paper -- Classifying Large Graphs with Differential Privacy -- 1 Introduction -- 2 Background -- 2.1 Graph Kernels -- 2.2 Differential Privacy and Graphs 3 Private Kernels for Large Graphs -- 3.1 Private Graphlet Kernels -- 3.2 Private p-random Walk Kernels -- 4 Scaling Private Graphlet Kernels -- 4.1 Differential Privacy with Sampling -- 5 Experiments -- 5.1 Datasets -- 5.2 Experimental Setup -- 5.3 Classification Results -- 5.4 Sampling the Private Graphlet Kernel -- 6 Related Work -- 7 Conclusions -- References -- Aggregation Operators and Decision Making -- Extremal Completions of Triangular Norms Known on a Subregion of the Unit Interval -- 1 Introduction -- 2 Basic Notions and Results 3 Extremal Extensions of t-norms Without a Non-trivial Idempotent Element in [a, b] -- 3.1 Case When a=b -- 3.2 Case when a=0 -- 3.3 Case When b=1 -- 3.4 Case When 0<a<b<1 -- 4 Extremal Extensions of t-norms with a Non-trivial Idempotent Element in [a, b] -- 5 Conclusion -- References -- The Notion of Pre-aggregation Function -- 1 Introduction -- 2 Preliminaries -- 3 Pre-aggregation Functions -- 4 A Way to Build Pre-aggregation Functions -- 5 Conclusion -- References -- Weighted Quasi-Arithmetic Mean on Two-Dimensional Regions and Their Applications -- 1 Introduction 2 Risk Neutral, Risk Averse and Risk Loving -- 3 Weighted Quasi-Arithmetic Means on Two-Dimensional Regions -- 4 Risk Premiums on Two-Dimensional Regions -- 5 Construction of Two-Dimensional Utilities from One-Dimensional Utilities -- References -- A Comparison of the GAI Model and the Choquet Integral w.r.t. a k-ary Capacity -- 1 Introduction -- 2 Basic Definitions -- 2.1 (k-ary) Capacity and the Choquet Integral -- 2.2 GAI Model -- 3 Link Between the GAI Model and a k-ary Capacity When All Attributes Are Discrete 4 A Much Cheaper Description of the Monotonicity Conditions When All Attributes Are Discrete -- 4.1 Complexity of the Monotonicity Conditions -- 4.2 Representation Result of 2-additive GAI Models -- 5 Extension of k-ary Choquet Integral -- References -- Estimating Unknown Values in Reciprocal Intuitionistic Preference Relations via Asymmetric Fuzzy Preference Relations -- 1 Introduction -- 2 Preference Relations in Decision Making -- 2.1 Fuzzy Preference Relation -- 2.2 Intuitionistic Fuzzy Preference Relation -- 3 Consistency of Fuzzy Preferences Summary This book constitutes the proceedings of the 12th International Conference on Modeling Decisions for Artificial Intelligence, MDAI 2015, held in Sk©œvde, Sweden, in September 2015. The 18 revised full papers presented were carefully reviewed and selected from 38 submissions. They discuss theory and tools for modeling decisions, as well as applications that encompass decision making processes and information fusion techniques Analysis computerwetenschappen computer sciences numerieke methoden numerical methods computertechnieken computer techniques informatiesystemen information systems internet patroonherkenning pattern recognition informatieontsluiting information retrieval informatieopslag information storage datamining data mining Information and Communication Technology (General) Informatie- en communicatietechnologie (algemeen) Notes International conference proceedings Bibliography Includes bibliographical references and author index Notes English Online resource; title from PDF title page (SpringerLink, viewed September 8, 2015) Subject Artificial intelligence -- Mathematical models -- Congresses Decision making -- Mathematical models -- Congresses Computer simulation -- Congresses Data mining. Information retrieval. Mathematical theory of computation. Artificial intelligence. Pattern recognition. Computers -- Database Management -- Data Mining. Computers -- Information Technology. Computers -- System Administration -- Storage & Retrieval. Computers -- Programming -- Algorithms. Computers -- Intelligence (AI) & Semantics. Computers -- Computer Vision & Pattern Recognition. 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. ISBN 9783319232409 3319232401 9783319232416 331923241X

Other Titles MDAI 2015

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