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@Hartigan1979
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ms609 committed Oct 7, 2022
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5 changes: 3 additions & 2 deletions R/kmeanspp.R
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#' k-means++ clustering
#'
#' k-means++ clustering \insertCite{Arthur2007}{TreeDist} improves the speed and
#' accuracy of standard \code{\link[stats]{kmeans}} clustering by preferring
#' initial cluster centres that are far from others.
#' accuracy of standard \code{\link[stats]{kmeans}} clustering
#' \insertCite{Hartigan1979}{TreeDist} by preferring initial cluster centres
#' that are far from others.
#' A scalable version of the algorithm has been proposed for larger data sets
#' \insertCite{Bahmani2012}{TreeDist}, but is not implemented here.
#'
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12 changes: 12 additions & 0 deletions inst/REFERENCES.bib
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Expand Up @@ -188,6 +188,18 @@ @article{Gower1966
pages = {325--338}
}

@article{Hartigan1979,
title = {Algorithm {{AS}} 136: a {{{\emph{K}}}}-means clustering algorithm},
author = {Hartigan, J. A. and Wong, M. A.},
year = {1979},
journal = {Journal of the Royal Statistical Society. Series C (Applied Statistics)},
volume = {28},
number = {1},
pages = {100--108},
publisher = {{[Wiley, Royal Statistical Society]}},
doi = {10.2307/2346830}
}

@article{Jonker1987,
title = {A shortest augmenting path algorithm for dense and sparse linear assignment problems},
volume = {38},
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5 changes: 3 additions & 2 deletions man/kmeanspp.Rd

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