pkg/man/valse.Rd

   1 % Generated by roxygen2: do not edit by hand
   2 % Please edit documentation in R/valse.R
   3 \name{valse}
   4 \alias{valse}
   5 \title{Main function}
   6 \usage{
   7 valse(X, Y, procedure = "LassoMLE", selecMod = "BIC", gamma = 1,
   8   mini = 10, maxi = 100, eps = 1e-04, kmin = 2, kmax = 5,
   9   rang.min = 1, rang.max = 10)
  10 }
  11 \arguments{
  12 \item{X}{matrix of covariates (of size n*p)}
  13
  14 \item{Y}{matrix of responses (of size n*m)}
  15
  16 \item{procedure}{among 'LassoMLE' or 'LassoRank'}
  17
  18 \item{selecMod}{method to select a model among 'SlopeHeuristic', 'BIC', 'AIC'}
  19
  20 \item{gamma}{integer for the power in the penaly, by default = 1}
  21
  22 \item{mini}{integer, minimum number of iterations in the EM algorithm, by default = 10}
  23
  24 \item{maxi}{integer, maximum number of iterations in the EM algorithm, by default = 100}
  25
  26 \item{eps}{real, threshold to say the EM algorithm converges, by default = 1e-4}
  27
  28 \item{kmin}{integer, minimum number of clusters, by default = 2}
  29
  30 \item{kmax}{integer, maximum number of clusters, by default = 10}
  31
  32 \item{rang.min}{integer, minimum rank in the low rank procedure, by default = 1}
  33
  34 \item{rang.max}{integer, maximum rank in the}
  35 }
  36 \value{
  37 a list with estimators of parameters
  38 }
  39 \description{
  40 Main function
  41 }
  42