vbmp v1.40.0

by Nicola Lama

Variational Bayesian Multinomial Probit Regression

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.

Functions in vbmp

Name Description
BRCA12 BRCA tumour dataset
lowerBound VBMP Lower bound estimate
plotDiagnostics VBMP covariance diagnostics plot
predError Out-of-Sample VBMP Prediction error
covParams VBMP covariance functions parameters
predLik VBMP predictive likelihood estimate
vbmp Variational Bayesian Multinomial Probit Regression with Gaussian Process Priors.
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Details

Type Package
License GPL (>= 2)
LazyLoad Yes
URL http://bioinformatics.oxfordjournals.org/cgi/content/short/btm535v1
biocViews Classification

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