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Monotone Measures-Based Integrals

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Springer Handbook of Computational Intelligence

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Abstract

The theory of classical measures and integral reflects the genuine property of several quantities in standard physics and/or geometry, namely the σ-additivity. Though monotone measure not assuming σ-additivity appeared naturally in models extending the classical ones (for example, inner and outer measures, where the related integral was considered by Vitali already in 1925), their intensive research was initiated in the past 40 years by the computer science applications in areas reflecting human decisions, such as economy, psychology, multicriteria decision support, etc. In this chapter, we summarize basic types of monotone measures together with the basic monotone measures-based integrals, including the Choquet and Sugeno integrals, and we introduce the concept of universal integrals proposed by Klement etal to give a common roof for all mentioned integrals. Benvenuti’s integrals linked to semicopulas are shown to be a special class of universal integrals. Up to several other integrals, we also introduce decomposition integrals due to Even and Lehrer, and show which decomposition integrals are inside the framework of universal integrals.

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Abbreviations

CPT:

cummulative prospect theory

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Author information

Authors and Affiliations

  1. Dep. Mathematics and Descriptive Geometry, STU in Bratislava, Radlinskeho 11, 813 68, Bratislava, Slovakia

    Radko Mesiar

  2. Dep. Knowledge-Based Mathematical Systems, Johannes Kepler University, Altenberger Strasse 69, 4040, Linz, Austria

    Erich P. Klement

Authors
  1. Erich P. Klement
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  2. Radko Mesiar
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Correspondence to Erich P. Klement .

Editor information

Editors and Affiliations

  1. Systems Research Inst., Polish Academy of Sciences, ul. Newelska 6, 01-447, Warsaw, Poland

    Janusz Kacprzyk

  2. Dep. Electrical and Computer Engineering, University of Alberta, 116 Street 9107, T6J 2V4, Edmonton, Alberta, Canada

    Witold Pedrycz

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Klement, E.P., Mesiar, R. (2015). Monotone Measures-Based Integrals. In: Kacprzyk, J., Pedrycz, W. (eds) Springer Handbook of Computational Intelligence. Springer Handbooks. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-662-43505-2_5

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  • DOI: https://doi.org/10.1007/978-3-662-43505-2_5

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