Pvclust: an R package for assessing the uncertainty in hierarchical clustering

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ID: 290528
2006
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Abstract
Abstract Summary: Pvclust is an add-on package for a statistical software R to assess the uncertainty in hierarchical cluster analysis. Pvclust can be used easily for general statistical problems, such as DNA microarray analysis, to perform the bootstrap analysis of clustering, which has been popular in phylogenetic analysis. Pvclust calculates probability values (p-values) for each cluster using bootstrap resampling techniques. Two types of p-values are available: approximately unbiased (AU) p-value and bootstrap probability (BP) value. Multiscale bootstrap resampling is used for the calculation of AU p-value, which has superiority in bias over BP value calculated by the ordinary bootstrap resampling. In addition the computation time can be enormously decreased with parallel computing option. Availability: The program is freely distributed under GNU General Public License (GPL) and can directly be installed from CRAN (), the official R package archive. The instruction and program source code are available at Contact: ryota.suzuki@is.titech.ac.jp
Reference Key
openalex_W2133707124 Use this key to autocite in the manuscript while using SciMatic Manuscript Manager or Thesis Manager
Authors Ryota Suzuki, Hidetoshi Shimodaira
Journal BMC Bioinformatics
Year 2006
DOI
10.1093/bioinformatics/btl117
URL
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