| 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 | |