BIOCONDUCTOR . ORG {
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Title:
Bioconductor - sparsenetgls
Description:
The package provides methods of combining the graph structure learning and generalized least squares regression to improve the regression estimation. The main function sparsenetgls() provides solutions for multivariate regression with Gaussian distributed dependant variables and explanatory variables utlizing multiple well-known graph structure learning approaches to estimating the precision matrix, and uses a penalized variance covariance matrix with a distance tuning parameter of the graph structure in deriving the sandwich estimators in generalized least squares (gls) regression. This package also provides functions for assessing a Gaussian graphical model which uses the penalized approach. It uses Receiver Operative Characteristics curve as a visualization tool in the assessment.
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Keywords {🔍}
package, bioconductor, regression, packages, sparsenetgls, version, release, source, gaussian, learning, generalized, graph, structure, matrix, install, binary, learn, developers, started, software, graphical, estimation, multivariate, methods, squares, variables, penalized, visualization, irene, zeng, installation, start, enter, documentation, system, details, bioc, stats, url, macos, sparsenetglstgz, repository, git, clone, reports, code, registration, open, gbcc, joint,
Topics {✒️}
org/packages/sparsenetgls source repository joint galaxy/bioconductor conference bioconductor release tgz source repository source package gaussian graphical model gnu make url release graph structure learning //code bioconductor support site main function sparsenetgls distance tuning parameter irene zeng [aut script reference manual gz windows binary zip macos binary tgz macos binary git clone https details biocviews utils system requirements package installed packages started install graph structure package regression estimation multivariate regression penalized approach bioconductor //bioconductor precision matrix org registration open squared regression sandwich estimators visualization tool quietly = true older versions pdf news gpl-3 depends mass imports developer access released version devel version visualization version squares regression view documentation download stats install
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