Modalclust: Hierarchical Modal Clustering

Performs Modal Clustering (MAC) including Hierarchical Modal Clustering (HMAC) along with their parallel implementation (PHMAC) over several processors. These model-based non-parametric clustering techniques can extract clusters in very high dimensions with arbitrary density shapes. By default clustering is performed over several resolutions and the results are summarised as a hierarchical tree. Associated plot functions are also provided. There is a package vignette that provides many examples. This version adheres to CRAN policy of not spanning more than two child processes by default.

AuthorSurajit Ray and Yansong Cheng
Date of publication2014-05-23 18:31:24
MaintainerSurajit Ray <sray@math.bu.edu>
LicenseGPL-2
Version0.6

View on CRAN

Files in this package

Modalclust
Modalclust/inst
Modalclust/inst/doc
Modalclust/inst/doc/Modalclust.Rnw
Modalclust/inst/doc/Modalclust.R
Modalclust/inst/doc/Modalclust.pdf
Modalclust/NAMESPACE
Modalclust/demo
Modalclust/demo/modalclust.R
Modalclust/demo/00Index
Modalclust/demo/plotmodalclust.R
Modalclust/data
Modalclust/data/disc3d.hmac.rda
Modalclust/data/disc3d.rda
Modalclust/data/logcta20.rda
Modalclust/data/cta20.rda
Modalclust/data/disc2d.hmac.rda
Modalclust/data/oned.hmac.rda
Modalclust/data/oned.rda
Modalclust/data/disc2d.rda
Modalclust/data/cta20.hmac.rda
Modalclust/data/logcta20.hmac.rda
Modalclust/R
Modalclust/R/summary_hmac.r
Modalclust/R/plot.HMAC.R Modalclust/R/choose.cluster.R Modalclust/R/contourHMAC.R
Modalclust/R/hmacpack.r
Modalclust/R/soft.HMAC.R
Modalclust/R/hard.HMAC.r
Modalclust/vignettes
Modalclust/vignettes/Modalclust.Rnw
Modalclust/MD5
Modalclust/build
Modalclust/build/vignette.rds
Modalclust/DESCRIPTION
Modalclust/man
Modalclust/man/summary.hmac.Rd Modalclust/man/disc2d.Rd Modalclust/man/cta20.Rd Modalclust/man/oned.Rd Modalclust/man/contourHMAC.Rd Modalclust/man/hard.HMAC.Rd Modalclust/man/pHMAC.Rd Modalclust/man/soft.HMAC.Rd Modalclust/man/mydmvnorm.Rd Modalclust/man/plot.hmac.Rd Modalclust/man/HMAC.Rd Modalclust/man/choose.cluster.Rd Modalclust/man/findmid.Rd Modalclust/man/khat.inv.Rd

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