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
Link To Document :
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