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http://dx.doi.org/10.5351/CKSS.2004.11.1.079

Bayesian Parameter Estimation using the MCMC method for the Mean Change Model of Multivariate Normal Random Variates  

Oh, Mi-Ra (Department of Statistics, Chonnam National University)
Kim, Eoi-Lyoung (Dept. of Statistics, Chonnam National University)
Sim, Jung-Wook (Dept. of Statistics, Chonnam National University)
Son, Young-Sook (Dept. of Statistics, Chonnam National University)
Publication Information
Communications for Statistical Applications and Methods / v.11, no.1, 2004 , pp. 79-91 More about this Journal
Abstract
In this thesis, Bayesian parameter estimation procedure is discussed for the mean change model of multivariate normal random variates under the assumption of noninformative priors for all the parameters. Parameters are estimated by Gibbs sampling method. In Gibbs sampler, the change point parameter is generated by Metropolis-Hastings algorithm. We apply our methodology to numerical data to examine it.
Keywords
Multivariate Normal Random Variates; Change Point; Parameter Estimation; Gibbs Sampling; Metropolis-Hastings algorithm;
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  • Reference
1 Improving the performance of the T² control chart /
[ Holmes,D.S.;Mergen,A.E. ] / Quality Engineering   DOI   ScienceOn
2 /
[ The MathWorks Inc. ] / MATLAB/Statistics Toolbox, Version 6.5
3 Change-Point Detection of Mean Vector Covariance Matrix Shifts using Multivariate Individual Observations /
[ Sullivan,J.H.;Woodall,W.H. ] / IIE Transactions
4 Detecting Changes of Mean in Multidimensional Normal Sequence with Application to Literature and Geology /
[ Gupta,A.K.;Chen,Jie ] / Computational Statistics
5 A Bayesian Approach to Retrospective Identification of Change-Points /
[ Booth,N.B.;Smith,A.F.M. ] / Journal of Econometrics   DOI   ScienceOn
6 Default Bayesian Method for Detecting the Changes in a Sequence of Independent Multivariate Normal Vectors /
[ Jeong,S.Y.;Son,Y.S. ] / Proceedings of the Spring Conference
7 Pronouns and Genre in Shakespeare's Drama /
[ Brainerd,B. ] / Computers and the Humanities   DOI
8 Retrospective Multivariate Bayesian Change-Point Analysis : A Simultaneous Single Changes in the Mean of Several Hydrological Sequences /
[ Perreault,L.;Parent,E.;Bernier,J.;Bobee,B.;Slivitzky,M. ] / Stochastic Environmental Research and Risk Assessment   DOI