: Van-Nam Huynh, Yoshiteru Nakamori, Jonathan Lawry
: Van-Nam Huynh, Yoshiteru Nakamori, Jonathan Lawry, Masahiro Inuiguchi
: Integrated Uncertainty Management and Applications
: Springer-Verlag
: 9783642119606
: Advances in Intelligent and Soft Computing
: 1
: CHF 189.50
:
: Allgemeines, Lexika
: English
: 560
: Wasserzeichen
: PC/MAC/eReader/Tablet
: PDF
Solving practical problems often requires the integration of information and knowledge from many different sources, taking into account uncertainty and impreciseness. The 2010 International Symposium on Integrated Uncertainty Management and Applications (IUM'2010), which takes place at the Japan Advanced Institute of Science and Technology (JAIST), Ishikawa, Japan, between 9th-11th April, is therefore conceived as a forum for the discussion and exchange of research results, ideas for and experience of application among researchers and practitioners involved with all aspects of uncertainty modelling and management.
Preface7
Organization9
Contents11
Part I Keynote and Invited Talks27
Interval-Based Models for Decision Problems28
Introduction28
Interval Regression Models29
Interval AHP32
Interval Probability and Its Application to Decision Problems35
Conclusions38
References38
On Choquet Integral Risk Measures39
Introduction39
Risk Measures40
Distorted Probabilities42
Choquet Integral Risk Measures and Utility43
References45
Computing with Words and Systemic Functional Linguistics: Linguistic Data Summaries and Natural Language Generation47
Introduction47
Systemic Functional Linguistics and Natural Language Generation48
Computing withWords and Linguistic Summaries of Numerical Data50
Brief Remarks on Some Relations of Linguistic Summaries to Natural Language Generation on the Context of Systemic Functional Linguistics57
Concluding Remarks57
References58
Managing Granular Information in the Development of Human-Centric Systems61
Dempster-Shafer Reasoning in Large Partially Ordered Sets: Applications in Machine Learning63
Introduction63
Belief Functions: Basic Notions64
Belief Functions on General Lattices66
Lattices66
Belief Functions on Lattices67
Belief Functions with Lattice Intervals as Focal Elements68
The Lattice (${\mathcal I}$,.)68
Belief Functions on (${\mathcal I}$,.)69
Reasoning with Set-Valued Variables69
Evidence on Set-Valued Variables70
Multi-label Classification70
Belief Functions on Partitions72
Lattice of Partitions73
Ensemble Clustering74
Conclusion76
References76
Quasi-copulas: A Bridge between Fuzzy Set Theory and Probability Theory79
Part II Fuzzy Measures and Integrals80
A Survey of Fuzzy Integrals: Directions for Extensions81
Introduction81
Theory82
Fuzzy Integrals82
Binary Operations83
Extended Fuzzy Integrals84
Discrete Fuzzy Integrals85
Characterization of Fuzzy Integrals85
Fuzzy Integrals and Utility Theory87
The Choquet Integral in Economics87
Fuzzy Integrals for Negative Inputs87
Further Four Directions for Extension88
Conclusions89
References89
Choquet Integral on Locally Compact Space: A Survey93
Introduction93
Preliminaries94
Outer Regular Fuzzy Measures and Regular Fuzzy Measure96
Representation of Functional and Capacity97
Choquet Integral of a Function on the Real Line100
Conclusion102
References102
New Conditions for the Egoroff Theorem in Non-additive Measure Theory104
Introduction104
Definitions105
New Conditions for the Egoroff Theorem106
Concluding Remark110
References110
A Study of Riesz Space-Valued Non-additive Measures111
Introduction111
Notation and Preliminaries112
Riesz Space112
Riesz Space-Valued Non-additive Measures113
The Egoroff Theorem114
The Lebesgue and the Riesz Theorem116
The Lusin Theorem117
The Alexandroff Theorem118
Radon Non-additive Measures118
Examples119
Conclusion121
References121
Entropy of Fuzzy Measure123
Introduction123
Preliminaries124
Entropy of a Fuzzy Measure125
Axiomatization of the Entropy of Fuzzy Measures127
Relative Entropy130
Relation between Lattice and Set System130
Examples131
References133
Representations of Importance and Interaction of Fuzzy Measures, Capacities, Games and Its Extensions: A Survey134
Introduction134
Intuitive Representations of Importance and Interaction [8]135
Generalizations of Domains of Games [10]136
Fuzzy Measures, Capacities, Games and Its Extensions136
Examples of Generalizations of Games [10]137
TheM¨\137
138137
Importance and Interaction Indices141
Interaction Indices for Ordinary Games141
Interaction Indices for Games on Product Lattices142
Concluding Remarks143
References143
Appendix144
Capacities, Set-Valued Random Variables and Laws of Large Numbers for Capacities146
Introduction146
Preliminaries for Capacities and Choquet Integral147
Some Connections between Theory of Set-Valued Random Variables and Choquet Theory149
Set-Valued Random Variables and the Aumann Integral150
Capacities, Upper and Lower Dis150