Tuning parameter selection in JGL by StARS

stars.select(inputlist, nlamb = 15, rep.num = 15, lambvec = NULL)

Arguments

inputlist

a list of matrices with Gaussian distributed counts

nlamb

integer, specify the number of tuning parameter candidate

rep.num

integer, the number of subsampling to perform, default is 15

lambvec

vector, the candidate tuning parameter values for both lambda1 and lambda2

Value

stars.l1: the stars tuning parameter selection result when fixing lambda2

stars.l2: the stars tuning parameter selection result when fixing lambda2

res: the JGL result ;

runtime: run time