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ChangeLog

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2014-05-24: Ver. 0.1-7
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2014-05-31: Ver. 0.1-7
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* Migrate to MS-MPI.
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2014-02-02: Ver. 0.1-6

DESCRIPTION

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Package: pmclust
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Version: 0.1-7
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Date: 2014-05-24
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Date: 2014-05-31
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Title: Parallel Model-Based Clustering
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Authors@R: c(person("Wei-Chen", "Chen", role = c("aut", "cre"), email =
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"[email protected]"), person("George", "Ostrouchov", role = "aut"))
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Depends: R (>= 3.0.0), methods, rlecuyer, pbdMPI (>= 0.2-3), MASS
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Enhances: MixSim, pbdSLAP, pbdBASE, pbdDMAT
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Depends: R (>= 3.0.0), methods, rlecuyer, pbdMPI (>= 0.2-4), MASS
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Enhances: MixSim, pbdSLAP (>= 0.1-9), pbdBASE (>= 0.3-0), pbdDMAT (>=
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0.3-0)
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LazyLoad: yes
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LazyData: yes
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Description: The pmclust aims to utilize model-based clustering (unsupervised)
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BugReports: http://group.r-pbd.org/
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MailingList: Please send questions and comments regarding pbdR to
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Packaged: 2014-02-02 22:05:31 UTC; snoweye
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Packaged: 2014-05-24 20:19:44 UTC; snoweye
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Author: Wei-Chen Chen [aut, cre],
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George Ostrouchov [aut]
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Maintainer: Wei-Chen Chen <[email protected]>

inst/doc/pmclust-guide.pdf

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vignettes/pmclust-include/02-example.tex

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\begin{Command}
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mpiexec -np 4 Rscript -e "demo(ex_MixSim,'pmclust',ask=F,echo=F)"
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\end{Command}
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More performance comparison can be found in~\citet{Chen2012a}.
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More performance comparison can be found in~\citet{Chen2013}.
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Further, \code{X.spmd} may be replaced by \code{X.dmat} in a \code{ddmatrix}
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format (block-cyclic) for larger datasets and gaining performance

vignettes/pmclust-include/03-algorithm.tex

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Five algorithms are implemented in this packages including:
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EM~\citep{Dempster1977}, AECM~\citep{Meng1997}, APECM~\citep{Chen2011},
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APECMa~\citep{Chen2012a}, and K-means~\citep{Lloyd1982}.
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APECMa~\citep{Chen2013}, and K-means~\citep{Lloyd1982}.
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The EM-like algorithms (EM, AECM, APECM, and APECMa) are for model-based
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clusterings~\citep{Fraley2002},
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while K-means is a distance based clustering algorithm.

vignettes/pmclust-include/04-discussion.tex

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So, the better algorithm such as APECM-like algorithms can provide
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less iterations to convergence and obtain results more efficiently.
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The ideas of parallelization can be found in~\citet{Chen2012a},
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The ideas of parallelization can be found in~\citet{Chen2013},
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and the similar idea can benefit other statistical methods when
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applied to large datasets.
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See more SPMD examples on the website

vignettes/pmclust-include/pmclust.bib

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note = {R Package},
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url = {http://cran.r-project.org/package=pmclust}
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}
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@ARTICLE{Chen2012a,
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@ARTICLE{Chen2013,
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author = {Chen, W.-C. and Ostrouchov, G. and Pugmire, D. and
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Prabhat, M. and Wehner, M.},
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title = {A Parallel EM Algorithm for Model-Based Clustering with
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Application to Explore Large Spatio-Temporal Data},
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journal = {Technometrics},
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year = {2013},
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volume = {},
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pages = {},
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note = {(revision)},
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volume = {55},
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issue = {4},
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pages = {513-523},
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long_journal = {Technometrics}
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}
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@ARTICLE{Chen2011,

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