Skip to main content

2015 | OriginalPaper | Buchkapitel

Fuzzy Measures and Integrals: Recent Developments

verfasst von : Michel Grabisch

Erschienen in: Fifty Years of Fuzzy Logic and its Applications

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This paper surveys the basic notions and most important results around fuzzy measures and integrals, as proposed independently by Choquet and Sugeno, as well as recent developments. The latter includes bases and transforms on set functions, fuzzy measures on set systems, the notion of horizontal additivity, basic Choquet calculus on the nonnegative real line introduced by Sugeno, the extension of the Choquet integral for nonmeasurable functions, and the notion of universal integral.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Fußnoten
1
A chain from \(\varnothing \) to \(X\) is a sequence \(\varnothing =A_0,A_1,\ldots , A_q=X\) of sets in \({\mathcal F}\) such that \(A_0\subset A_1\subset \cdots \subset A_q\). Its length is \(q\), and the chain is maximal if no other chain from \(\varnothing \) to \(X\) contains it.
 
Literatur
1.
Zurück zum Zitat Pap, E.: Null-Additive Set Functions. Kluwer Academic (1995) Pap, E.: Null-Additive Set Functions. Kluwer Academic (1995)
2.
Zurück zum Zitat Denneberg, D.: Non-Additive Measure and Integral. Kluwer Academic (1994) Denneberg, D.: Non-Additive Measure and Integral. Kluwer Academic (1994)
3.
Zurück zum Zitat Wang, Z., Klir, G.J.: Generalized Measure Theory. Springer (2009) Wang, Z., Klir, G.J.: Generalized Measure Theory. Springer (2009)
4.
Zurück zum Zitat Pap, E. (ed.): Handbook of Measure Theory. Elsevier (2002) Pap, E. (ed.): Handbook of Measure Theory. Elsevier (2002)
5.
Zurück zum Zitat Grabisch, M., Murofushi, T., Sugeno, M.: Fuzzy Measures and Integrals. Theory and Applications (edited volume). Studies in Fuzziness. Physica Verlag (2000) Grabisch, M., Murofushi, T., Sugeno, M.: Fuzzy Measures and Integrals. Theory and Applications (edited volume). Studies in Fuzziness. Physica Verlag (2000)
7.
Zurück zum Zitat Sugeno, M.: Theory of fuzzy integrals and its applications. Ph.D. thesis, Tokyo Institute of Technology (1974) Sugeno, M.: Theory of fuzzy integrals and its applications. Ph.D. thesis, Tokyo Institute of Technology (1974)
10.
Zurück zum Zitat Dubois, D., Prade, H.: Possibility Theory. Plenum Press (1988) Dubois, D., Prade, H.: Possibility Theory. Plenum Press (1988)
11.
Zurück zum Zitat Shafer, G.: A Mathematical Theory of Evidence. Princeton University Press (1976) Shafer, G.: A Mathematical Theory of Evidence. Princeton University Press (1976)
13.
Zurück zum Zitat Radojevic, D.: The logical representation of the discrete Choquet integral. Belg. J. Oper. Res. Stat. Comput. Sci. 38, 67–89 (1998)MATHMathSciNet Radojevic, D.: The logical representation of the discrete Choquet integral. Belg. J. Oper. Res. Stat. Comput. Sci. 38, 67–89 (1998)MATHMathSciNet
14.
Zurück zum Zitat Faigle, U., Grabisch, M.: Linear transforms, values and least square approximation for cooperation systems. working paper (2014) Faigle, U., Grabisch, M.: Linear transforms, values and least square approximation for cooperation systems. working paper (2014)
15.
16.
Zurück zum Zitat Shapley, L.S.: A value for \(n\)-person games. In: Kuhn, H.W., Tucker, A.W. (eds.) Contributions to the Theory of Games, Vol. II, number 28 in Annals of Mathematics Studies, pp. 307–317. Princeton University Press (1953) Shapley, L.S.: A value for \(n\)-person games. In: Kuhn, H.W., Tucker, A.W. (eds.) Contributions to the Theory of Games, Vol. II, number 28 in Annals of Mathematics Studies, pp. 307–317. Princeton University Press (1953)
17.
Zurück zum Zitat Murofushi, T., Soneda, S.: Techniques for reading fuzzy measures (III): interaction index. In: 9th Fuzzy System Symposium, pp. 693–696. Sapporo, Japan (1993) (In Japanese) Murofushi, T., Soneda, S.: Techniques for reading fuzzy measures (III): interaction index. In: 9th Fuzzy System Symposium, pp. 693–696. Sapporo, Japan (1993) (In Japanese)
18.
Zurück zum Zitat Grabisch, M.: The application of fuzzy integrals in multicriteria decision making. Eur. J. Oper. Res. 89, 445–456 (1996)CrossRefMATH Grabisch, M.: The application of fuzzy integrals in multicriteria decision making. Eur. J. Oper. Res. 89, 445–456 (1996)CrossRefMATH
19.
Zurück zum Zitat de Wolf, R.: A brief introduction to Fourier analysis on the Boolean cube. Theory Comput. Libr. Grad. Surv. 1, 1–20 (2008) de Wolf, R.: A brief introduction to Fourier analysis on the Boolean cube. Theory Comput. Libr. Grad. Surv. 1, 1–20 (2008)
21.
Zurück zum Zitat Hurst, S., Miller, D., Muzio, J.: Spectral Techniques in Digital Logic. Academic Press, London (1985) Hurst, S., Miller, D., Muzio, J.: Spectral Techniques in Digital Logic. Academic Press, London (1985)
22.
Zurück zum Zitat Grabisch, M., Miranda, P.: Exact bounds of the Möbius inverse of monotone set functions. working paper (2013) Grabisch, M., Miranda, P.: Exact bounds of the Möbius inverse of monotone set functions. working paper (2013)
23.
Zurück zum Zitat Miranda, P., Grabisch, M.: Optimization issues for fuzzy measures. Int. J. Uncertainty Fuzziness Knowl. Based Syst. 7(6), 545–560 (1999) Miranda, P., Grabisch, M.: Optimization issues for fuzzy measures. Int. J. Uncertainty Fuzziness Knowl. Based Syst. 7(6), 545–560 (1999)
24.
Zurück zum Zitat Miranda, P., Grabisch, M., Gil, P.: \(p\)-symmetric fuzzy measures. Int. J. Uncertainty Fuzziness Knowl. Based Syst. 10(Suppl.), 105–123 (2002) Miranda, P., Grabisch, M., Gil, P.: \(p\)-symmetric fuzzy measures. Int. J. Uncertainty Fuzziness Knowl. Based Syst. 10(Suppl.), 105–123 (2002)
25.
Zurück zum Zitat Miranda, P., Grabisch, M.: \(p\)-symmetric bi-capacities. Kybernetika 40(4), 421–440 (2004)MATHMathSciNet Miranda, P., Grabisch, M.: \(p\)-symmetric bi-capacities. Kybernetika 40(4), 421–440 (2004)MATHMathSciNet
26.
Zurück zum Zitat Faigle, U., Kern, W.: The Shapley value for cooperative games under precedence constraints. Int. J. Game Theory 21, 249–266 (1992)CrossRefMATHMathSciNet Faigle, U., Kern, W.: The Shapley value for cooperative games under precedence constraints. Int. J. Game Theory 21, 249–266 (1992)CrossRefMATHMathSciNet
27.
Zurück zum Zitat Algaba, E., Bilbao, J.M., Borm, P., López, J.J.: The position value for union stable systems. Math. Meth. Oper. Res. 52, 221–236 (2000)CrossRefMATH Algaba, E., Bilbao, J.M., Borm, P., López, J.J.: The position value for union stable systems. Math. Meth. Oper. Res. 52, 221–236 (2000)CrossRefMATH
30.
32.
Zurück zum Zitat Barthélemy, J.-P.: Monotone functions on finite lattices: an ordinal approach to capacities, belief and necessity functions. In: Fodor, J., De Baets, B., Perny, P. (eds.) Preferences and Decisions under Incomplete Knowledge, pp. 195–208. Physica Verlag (2000) Barthélemy, J.-P.: Monotone functions on finite lattices: an ordinal approach to capacities, belief and necessity functions. In: Fodor, J., De Baets, B., Perny, P. (eds.) Preferences and Decisions under Incomplete Knowledge, pp. 195–208. Physica Verlag (2000)
33.
Zurück zum Zitat Zhou, C.: Belief functions on distributive lattices. Artif. Intell. 201, 1–31 (2013)CrossRef Zhou, C.: Belief functions on distributive lattices. Artif. Intell. 201, 1–31 (2013)CrossRef
34.
35.
Zurück zum Zitat Grabisch, M.: The Möbius function on symmetric ordered structures and its application to capacities on finite sets. Discrete Math. 287(1–3), 17–34 (2004)CrossRefMATHMathSciNet Grabisch, M.: The Möbius function on symmetric ordered structures and its application to capacities on finite sets. Discrete Math. 287(1–3), 17–34 (2004)CrossRefMATHMathSciNet
37.
Zurück zum Zitat Singer, I.: Extensions of functions of 0–1 variables and applications to combinatorial optimization. Numer. Funct. Anal. Optim. 7(1), 23–62 (1984)CrossRefMATHMathSciNet Singer, I.: Extensions of functions of 0–1 variables and applications to combinatorial optimization. Numer. Funct. Anal. Optim. 7(1), 23–62 (1984)CrossRefMATHMathSciNet
38.
Zurück zum Zitat Marichal, J.-L.: An axiomatic approach of the discrete Choquet integral as a tool to aggregate interacting criteria. IEEE Trans. Fuzzy Syst. 8(6), 800–807 (2000)CrossRefMathSciNet Marichal, J.-L.: An axiomatic approach of the discrete Choquet integral as a tool to aggregate interacting criteria. IEEE Trans. Fuzzy Syst. 8(6), 800–807 (2000)CrossRefMathSciNet
39.
Zurück zum Zitat Marichal, J.-L., Mathonet, P., Tousset, E.: Mesures floues définies sur une échelle ordinale. working paper (1996) Marichal, J.-L., Mathonet, P., Tousset, E.: Mesures floues définies sur une échelle ordinale. working paper (1996)
40.
Zurück zum Zitat Mesiar, R.: \(k\)-order pan-additive discrete fuzzy measures. In: 7th IFSA World Congress, pp. 488–490. Prague, Czech Republic (1997) Mesiar, R.: \(k\)-order pan-additive discrete fuzzy measures. In: 7th IFSA World Congress, pp. 488–490. Prague, Czech Republic (1997)
41.
Zurück zum Zitat Benvenuti, P., Mesiar, R., Vivona, D.: Monotone set functions-based integrals. In: Pap, E. (ed.) Handbook of Measure Theory, pp. 1329–1379. Elsevier Science (02002) Benvenuti, P., Mesiar, R., Vivona, D.: Monotone set functions-based integrals. In: Pap, E. (ed.) Handbook of Measure Theory, pp. 1329–1379. Elsevier Science (02002)
42.
Zurück zum Zitat Couceiro, M., Marichal, J.-L.: Axiomatizations of Lovász extensions of pseudo-boolean functions. Fuzzy Sets Syst. 181, 28–38 (2011)CrossRefMATHMathSciNet Couceiro, M., Marichal, J.-L.: Axiomatizations of Lovász extensions of pseudo-boolean functions. Fuzzy Sets Syst. 181, 28–38 (2011)CrossRefMATHMathSciNet
44.
Zurück zum Zitat de Campos, L., Bolaños, M.J.: Characterization and comparison of Sugeno and Choquet integrals. Fuzzy Sets Syst. 52, 61–67 (1992)CrossRefMATH de Campos, L., Bolaños, M.J.: Characterization and comparison of Sugeno and Choquet integrals. Fuzzy Sets Syst. 52, 61–67 (1992)CrossRefMATH
45.
Zurück zum Zitat Murofushi, T., Sugeno, M., Machida, M.: Non-monotonic fuzzy measures and the Choquet integral. Fuzzy Sets Syst. 64, 73–86 (1994)CrossRefMATHMathSciNet Murofushi, T., Sugeno, M., Machida, M.: Non-monotonic fuzzy measures and the Choquet integral. Fuzzy Sets Syst. 64, 73–86 (1994)CrossRefMATHMathSciNet
46.
Zurück zum Zitat Couceiro, M., Marichal, J.-L.: Axiomatizations of quasi-Lovász extensions of pseudo-boolean functions. Aequat. Math. 82, 213–231 (2011)CrossRefMATHMathSciNet Couceiro, M., Marichal, J.-L.: Axiomatizations of quasi-Lovász extensions of pseudo-boolean functions. Aequat. Math. 82, 213–231 (2011)CrossRefMATHMathSciNet
47.
Zurück zum Zitat Couceiro, M., Marichal, J.-L.: Discrete integrals based on comonotonic modularity. Axioms 3, 390–403 (2013)CrossRef Couceiro, M., Marichal, J.-L.: Discrete integrals based on comonotonic modularity. Axioms 3, 390–403 (2013)CrossRef
49.
50.
Zurück zum Zitat Sugeno, M.: A way to choquet calculus. IEEE Trans. Fuzzy Systems, to appear Sugeno, M.: A way to choquet calculus. IEEE Trans. Fuzzy Systems, to appear
51.
Zurück zum Zitat Weber, S.: \(\bot \)-decomposable measures and integrals for archimedean t-conorms \(\bot \). J. Math. Anal. Appl. 101, 114–138 (1984)CrossRefMATHMathSciNet Weber, S.: \(\bot \)-decomposable measures and integrals for archimedean t-conorms \(\bot \). J. Math. Anal. Appl. 101, 114–138 (1984)CrossRefMATHMathSciNet
54.
Zurück zum Zitat Murofushi, T., Sugeno, M.: Fuzzy t-conorm integrals with respect to fuzzy measures : generalization of Sugeno integral and Choquet integral. Fuzzy Sets Syst. 42, 57–71 (1991)CrossRefMATHMathSciNet Murofushi, T., Sugeno, M.: Fuzzy t-conorm integrals with respect to fuzzy measures : generalization of Sugeno integral and Choquet integral. Fuzzy Sets Syst. 42, 57–71 (1991)CrossRefMATHMathSciNet
55.
Zurück zum Zitat Klement, E.P., Mesiar, R., Pap, E.: Triangular Norms. Kluwer Academic Publishers, Dordrecht (2000)CrossRefMATH Klement, E.P., Mesiar, R., Pap, E.: Triangular Norms. Kluwer Academic Publishers, Dordrecht (2000)CrossRefMATH
56.
Zurück zum Zitat Sander, W., Siedekum, J.: Multiplication, distributivity and fuzzy integral I. Kybernetika 41, 397–422 (2005)MATHMathSciNet Sander, W., Siedekum, J.: Multiplication, distributivity and fuzzy integral I. Kybernetika 41, 397–422 (2005)MATHMathSciNet
57.
Zurück zum Zitat Sander, W., Siedekum, J.: Multiplication, distributivity and fuzzy integral II. Kybernetika 41, 469–496 (2005)MATHMathSciNet Sander, W., Siedekum, J.: Multiplication, distributivity and fuzzy integral II. Kybernetika 41, 469–496 (2005)MATHMathSciNet
58.
Zurück zum Zitat Sander, W., Siedekum, J.: Multiplication, distributivity and fuzzy integral III. Kybernetika 41, 497–518 (2005)MATHMathSciNet Sander, W., Siedekum, J.: Multiplication, distributivity and fuzzy integral III. Kybernetika 41, 497–518 (2005)MATHMathSciNet
60.
Zurück zum Zitat Klement, E.P., Mesiar, R., Pap, E.: A universal integral as common frame for choquet and sugeno integral. IEEE Trans. Fuzzy Syst. 18, 178–187 (2010)CrossRef Klement, E.P., Mesiar, R., Pap, E.: A universal integral as common frame for choquet and sugeno integral. IEEE Trans. Fuzzy Syst. 18, 178–187 (2010)CrossRef
61.
Zurück zum Zitat Klement, E.P., Mesiar, R., Spizzichino, F., Stupňanová, A.: Universal integrals based on copulas. Fuzzy Optim. Decis. Making 13, 273–286 (2014)CrossRef Klement, E.P., Mesiar, R., Spizzichino, F., Stupňanová, A.: Universal integrals based on copulas. Fuzzy Optim. Decis. Making 13, 273–286 (2014)CrossRef
62.
Zurück zum Zitat Azrieli, Y., Lehrer, E.: Extendable cooperative games. J. Public Econ. Theor. 9, 1069–1078 (2007)CrossRef Azrieli, Y., Lehrer, E.: Extendable cooperative games. J. Public Econ. Theor. 9, 1069–1078 (2007)CrossRef
65.
Metadaten
Titel
Fuzzy Measures and Integrals: Recent Developments
verfasst von
Michel Grabisch
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-19683-1_8