Skip to main content

On Convergence in Distribution of Fuzzy Random Variables

  • Conference paper
  • First Online:
Building Bridges between Soft and Statistical Methodologies for Data Science (SMPS 2022)

Part of the book series: Advances in Intelligent Systems and Computing ((AISC,volume 1433))

Included in the following conference series:

  • 408 Accesses

Abstract

We study whether convergence in distribution of fuzzy random variables, defined as the weak convergence of their probability distributions, is consistent with the additional structure of spaces of fuzzy sets. Positive results are obtained which reinforce the viability of that definition.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 189.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 249.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

References

  • Alonso de la Fuente, M., Terán, P.: Some results on convergence and distributions of fuzzy random variables. Fuzzy Sets Syst. 435, 149–163 (2022)

    Article  MathSciNet  Google Scholar 

  • Alonso de la Fuente, M., Terán, P.: Convergence theorems for random elements in convex combination spaces (2022b, submitted for publication)

    Google Scholar 

  • Billingsley, P.: Convergence of Probability Measures. Wiley, New York (1968)

    MATH  Google Scholar 

  • Diamond, P., Kloeden, P.: Metric Spaces of Fuzzy Sets. World Scientific, Singapore (1994)

    MATH  Google Scholar 

  • Frolík, Z.: A survey of separable descriptive theory of sets and spaces. Czechoslov. Math. J. 20, 406–467 (1970)

    Article  MathSciNet  Google Scholar 

  • Joshi, K.D.: Introduction to General Topology. New Age, New Delhi (1983)

    MATH  Google Scholar 

  • Klement, E.P., Puri, M.L., Ralescu, D.A.: Limit theorems for fuzzy random variables. Proc. R. Soc. Lond. Ser. A 407, 171–182 (1986)

    Google Scholar 

  • Kallenberg, O.: Foundations of Modern Probability, 2nd edn. Springer, New York (2002). https://doi.org/10.1007/978-3-030-61871-1

  • Krätschmer, V.: A unified approach to fuzzy random variables. Fuzzy Sets Syst. 123, 1–9 (2001)

    Article  MathSciNet  Google Scholar 

  • Krätschmer, V.: Integrals of random fuzzy sets. TEST 15, 433–469 (2006). https://doi.org/10.1007/BF02607061

    Article  MathSciNet  MATH  Google Scholar 

  • Parthasarathy, K.R.: Probability Measures on Metric Spaces. Academic Press, New York (1967)

    Book  Google Scholar 

  • Puri, M.L., Ralescu, D.A.: Fuzzy random variables. J. Math. Anal. Appl. 114, 409–422 (1986)

    Article  MathSciNet  Google Scholar 

  • Terán, P.: Characterizing the distribution of fuzzy random variables. In: Book of Abstracts of the 5th International Conference ERCIM Working Group on Computing and Statistics, CFE-ERCIM, Oviedo, Spain, p. 22 (2012)

    Google Scholar 

Download references

Acknowledgements

Research in this paper was partially funded by grants and fellowships from Spain (PID2019-104486GB-I00), the Principality of Asturias (SV-PA-21-AYUD/2021/50897 and PA-21-PF-BP20-112), and the University of Oviedo (PAPI-20-PF-21). Their contribution is gratefully acknowledged.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Miriam Alonso de la Fuente .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2023 The Author(s), under exclusive license to Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Alonso de la Fuente, M., Terán, P. (2023). On Convergence in Distribution of Fuzzy Random Variables. In: García-Escudero, L.A., et al. Building Bridges between Soft and Statistical Methodologies for Data Science . SMPS 2022. Advances in Intelligent Systems and Computing, vol 1433. Springer, Cham. https://doi.org/10.1007/978-3-031-15509-3_2

Download citation

Publish with us

Policies and ethics