Path coupling without contraction

26 mins 9 secs,  361.68 MB,  MPEG-4 Video  480x360,  25.0 fps,  44100 Hz,  1.84 Mbits/sec
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Description: Bordewich, M (Durham)
Wednesday 26 March 2008, 15:40-16:10
Markov-chain Monte Carlo Methods
 
Created: 2008-03-29 12:02
Collection: Combinatorics and Statistical Mechanics
Publisher: Isaac Newton Institute
Copyright: Bordewich, M
Language: eng (English)
Distribution: World     (downloadable)
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Author:  Bordewich, M
Explicit content: No
Aspect Ratio: 4:3
Screencast: No
Bumper: UCS Default
Trailer: UCS Default
 
Abstract: Path coupling is a useful technique for simplifying the analysis of a coupling of a Markov chain. Rather than defining and analysing the coupling on every pair in the state space of the Markov chain, analysis is done on a smaller set S. If the coefficient of contraction b is strictly less than one, no further analysis is needed in order to show rapid mixing. However, if b=1 then analysis (of the variance) is still required for all pairs in the state space. In this paper we present a new approach which shows rapid mixing in the case b=1 with a further condition which only needs to be checked for pairs in S, greatly simplifying the work involved.
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