DocumentCode
3316019
Title
Markov Chain Lumpability on Fuzzy Partitions
Author
Gerontidis, Loannis I. ; Kontakos, Stavros P.
Author_Institution
Technol. Educ. Instn. of Kavala, Kavala
fYear
2007
fDate
23-26 July 2007
Firstpage
1
Lastpage
6
Abstract
We consider a finite, irreducible, aperiodic, time homogenous Markov chain on a fuzzy partition and for the resulting aggregated process we study two aspects emerging from the classical theory on hard partitions. The first aspect is lumpability, a technique for recovering from the large state space of a stochastic system. We provide necessary and sufficient conditions for strong lumpability on the transition probabilities of the original chain for the lumped process to have the Markov property. The second aspect is the asymptotic behavior of the lumped chain The results are compared with those existing in the classical theory of hard partitions.
Keywords
Markov processes; fuzzy set theory; Markov chain lumpability; asymptotic behavior; fuzzy partitions; lumped chain; lumped process; Biological system modeling; Educational institutions; Educational technology; Fuzzy systems; Information management; Mathematical model; Power system modeling; State-space methods; Stochastic processes; Stochastic systems;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Systems Conference, 2007. FUZZ-IEEE 2007. IEEE International
Conference_Location
London
ISSN
1098-7584
Print_ISBN
1-4244-1209-9
Electronic_ISBN
1098-7584
Type
conf
DOI
10.1109/FUZZY.2007.4295387
Filename
4295387
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