has specified data input has specified data output implements has format specification is published by is executed in R data frame Multinomial probit regression with Gaussian Process priors Graph plot vbmp Nandini Badarinarayan http://bioconductor.org/packages/2.4/bioc/html/vbmp.html Variational Bayesian Multinomial Probit Regression with Gaussian Process Priors. It estimates class membership posterior probability employing variational and sparse approximation to the full posterior. This software also incorporates feature weighting by means of Automatic Relevance Determination. BioConductor Software R software cross validation Bioconductor