Limit Theorems and Applications of Set-Valued and Fuzzy Set-Valued Random Variables -  Shoumei Li, Y. Ogura, V. Kreinovich

Limit Theorems and Applications of Set-Valued and Fuzzy Set-Valued Random Variables

Buch | Hardcover
394 Seiten
2002
Springer-Verlag New York Inc.
978-1-4020-0918-1 (ISBN)
106,99 inkl. MwSt
After the pioneering works by Robbins {1944, 1945) and Choquet (1955), the notation of a set-valued random variable (called a random closed set in literatures) was systematically introduced by Kendall {1974) and Matheron {1975). It is well known that the theory of set-valued random variables is a natural extension of that of general real-valued random variables or random vectors. However, owing to the topological structure of the space of closed sets and special features of set-theoretic operations ( cf. Beer [27]), set-valued random variables have many special properties. This gives new meanings for the classical probability theory. As a result of the development in this area in the past more than 30 years, the theory of set-valued random variables with many applications has become one of new and active branches in probability theory. In practice also, we are often faced with random experiments whose outcomes are not numbers but are expressed in inexact linguistic terms.

I Limit Theorems of Set-Valued and Fuzzy Set-Valued Random Variables.- 1. The Space of Set-Valued Random Variables.- 2. The Aumann Integral and the Conditional Expectation of a Set-Valued Random Variable.- 3. Strong Laws of Large Numbers and Central Limit Theorems for Set-Valued Random Variables.- 4. Convergence Theorems for Set-Valued Martingales.- 5. Fuzzy Set-Valued Random Variables.- 6. Convergence Theorems for Fuzzy Set-Valued Random Variables.- 7. Convergences in the Graphical Sense for Fuzzy Set-Valued Random Variables.- II Practical Applications of Set-Valued Random Variables.- 8. Mathematical Foundations for the Applications of Set-Valued Random Variables.- 9. Applications to Imaging.- 10. Applications to Data Processing.

Reihe/Serie Theory and Decision Library B ; 43
Zusatzinfo XIII, 394 p.
Verlagsort New York, NY
Sprache englisch
Maße 155 x 235 mm
Themenwelt Mathematik / Informatik Mathematik Allgemeines / Lexika
Mathematik / Informatik Mathematik Angewandte Mathematik
Mathematik / Informatik Mathematik Logik / Mengenlehre
Schlagworte Grenzwerttheorie • Zufall (Statistik)
ISBN-10 1-4020-0918-6 / 1402009186
ISBN-13 978-1-4020-0918-1 / 9781402009181
Zustand Neuware
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