getEns {DCG}

generate ensemble matrix getEns get ensemble matrix from given similarity matrix and temperature

Description

generate ensemble matrix getEns get ensemble matrix from given similarity matrix and temperature

Usage

getEns(simMat, temperature, MaxIt = 1000, m = 5)

Arguments

simMat

a similarity matrix

temperature

a numeric vector of length 1, indicating the temperature used to transform the similarity matrix to ensemble matrix

MaxIt

number of iterations for regulated random walks

m

maxiumnum number of time a node can be visited during random walks

Details

This function involves two steps. It first generate similarity matrices of different variances by taking the raw similarity matrix to the power of each temperature. Then it called the function EstClust to perform random walks in the network to identify clusters.

Value

a matrix.