--- a +++ b/man/LRAcluster.Rd @@ -0,0 +1,34 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/LRAcluster.R +\name{LRAcluster} +\alias{LRAcluster} +\title{integrated analysis of cancer omics data by low-rank approximation} +\usage{ +LRAcluster(data, types, dimension = 2, names = as.character(1:length(data))) +} +\arguments{ +\item{data}{a list of data matrix,please keep the columns are the same order of samples} + +\item{types}{a list of data types, can be binary, gaussian, or poisson} + +\item{dimension}{the reduced dimension} + +\item{names}{data names} +} +\value{ +A list contains the following component: + + \code{coordinate} A matrix of the coordinates of all the samples in the reduced space + + \code{potential} ratio of explained variance +} +\description{ +The LRAcluster function is the main interface of this package, it gets a list of matrix as input and outputs the coordinates of the samples in the reduced space and the explained potential. +} +\references{ +Wu D, Wang D, Zhang MQ, Gu J (2015). Fast dimension reduction and integrative clustering of multi-omics data using low-rank approximation: application to cancer molecular classification. BMC Genomics, 16(1):1022. +} +\author{ +Dingming Wu, Dongfang Wang +} +\keyword{internal}