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The Cutoff Phenomenon For Ornstein-Uhlenbeck Processes

Posted on:2012-11-22Degree:MasterType:Thesis
Country:ChinaCandidate:D C CaoFull Text:PDF
GTID:2210330338471814Subject:Probability theory and mathematical statistics
Abstract/Summary:PDF Full Text Request
The word cutoff was coined by Diaconis and Aldous in 1983 to characterizethe property of many Markov chains,usually with a high degree of symmetry,toconverge very abruptly to their stationary distribution. The definition of cutoffphenomenon was given by Diaconis and Saloff-Coste, it describles the property ofsteep convergence to equilibrium of certain Markov processes. In the sense of thetotal variation distance, for a certain Markov process of cutoff phenomenon, beforethe so called cutoff instant, the total variation distance between the distribution ofthe process and its asymptotic distribution tends to 1; after that instant, the totalvariation distance tends to 0 abruptly.The aim of the present paper is to investigate the cutoff phenomenon and hittingtimes for n-sample Ornstein-Uhlenbeck process and its average process, the sampleprocess is made up of n independent and identically distributed Ornstein-Uhlenbeckprocesses, and compare the asymptotic tail behaviors of the hitting time with whathappens on the left and on the right of the cutoff instant for the convergence ofboth the n-sample and the average process. At last, we use Kolmogonorv-Smirnovtest to detects the cutoff instant,it appears that the larger the size of the sample,thesteeper the transition to equilibrium.
Keywords/Search Tags:Ornstein-Uhlenbeck process, cutoff phenomenon, the first hittingtime, Kolmogonorv-Smirnov test
PDF Full Text Request
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