AGGREGATED SEMI-MARKOV PROCESSES INCORPORATING TIME INTERVAL OMISSION

被引:38
作者
BALL, F
MILNE, RK
YEO, GF
机构
[1] UNIV WESTERN AUSTRALIA,DEPT MATH,NEDLANDS,WA 6009,AUSTRALIA
[2] MURDOCH UNIV,SCH MATH & PHYS SCI,MURDOCH,WA 6150,AUSTRALIA
关键词
MARKOV RENEWAL PROCESS; CONTINUOUS-TIME MARKOV CHAIN; REVERSED PROCESS; EQUILIBRIUM BEHAVIOR; SINGLE ION CHANNEL MODELING;
D O I
10.2307/1427675
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We consider a semi-Markov process with finite state space, partitioned into two classes termed 'open' and 'closed'. It is possible to observe only which class the process is in. We show that complete information concerning the aggregated process is contained in an embedded Markov renewal process, whose parameters, moments and equilibrium behaviour are determined. Such processes have found considerable application in stochastic modelling of single ion channels. In that setting there is time interval omission, i.e. brief sojourns in either class failed to be detected. Complete information on the aggregated process incorporating time interval omission is contained in a Markov renewal process, whose properties are derived, obtained from the above Markov renewal process by a further embedding. The embedded Markov renewal framework is natural, and its invariance to time interval omission leads to considerable economy in the derivation of properties of the observed process. The results are specialised to the case when the underlying process is a continuous-time Markov chain.
引用
收藏
页码:772 / 797
页数:26
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