MLInterfaces
Uniform interfaces to R machine learning procedures for data in Bioconductor containers
Bioconductor version: Release (3.20)
This package provides uniform interfaces to machine learning code for data in R and Bioconductor containers.
Author: Vincent Carey [cre, aut] , Jess Mar [aut], Jason Vertrees [ctb], Laurent Gatto [ctb], Phylis Atieno [ctb] (Translated vignettes from Sweave to Rmarkdown / HTML.)
Maintainer: Vincent Carey <stvjc at channing.harvard.edu>
Citation (from within R, enter
citation("MLInterfaces")
):
Installation
To install this package, start R (version "4.4") and enter:
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("MLInterfaces")
For older versions of R, please refer to the appropriate Bioconductor release.
Documentation
To view documentation for the version of this package installed in your system, start R and enter:
browseVignettes("MLInterfaces")
A machine learning tutorial tutorial: applications of the Bioconductor MLInterfaces package to gene expression data | HTML | R Script |
MLInterfaces 2.0 -- a new design | HTML | R Script |
MLInterfaces Computer Cluster | R Script | |
Reference Manual | ||
NEWS | Text |
Details
biocViews | Classification, Clustering, Software |
Version | 1.86.0 |
In Bioconductor since | BioC 1.6 (R-2.1) or earlier (> 19.5 years) |
License | LGPL |
Depends | R (>= 3.5), Rcpp, methods, BiocGenerics(>= 0.13.11), Biobase, annotate, cluster |
Imports | gdata, pls, sfsmisc, MASS, rpart, genefilter, fpc, ggvis, shiny, gbm, RColorBrewer, hwriter, threejs (>= 0.2.2), mlbench, stats4, tools, grDevices, graphics, stats, magrittr, SummarizedExperiment |
System Requirements | |
URL |
See More
Suggests | class, e1071, ipred, randomForest, gpls, pamr, nnet, ALL, hgu95av2.db, som, hu6800.db, lattice, caret (>= 5.07), golubEsets, ada, keggorthology, kernlab, mboost, party, klaR, BiocStyle, knitr, testthat |
Linking To | |
Enhances | parallel |
Depends On Me | pRoloc, SigCheck, dGAselID, nlcv |
Imports Me | |
Suggests Me | |
Links To Me | |
Build Report | Build Report |
Package Archives
Follow Installation instructions to use this package in your R session.
Source Package | MLInterfaces_1.86.0.tar.gz |
Windows Binary (x86_64) | MLInterfaces_1.86.0.zip |
macOS Binary (x86_64) | MLInterfaces_1.86.0.tgz |
macOS Binary (arm64) | MLInterfaces_1.85.0.tgz |
Source Repository | git clone https://git.bioconductor.org/packages/MLInterfaces |
Source Repository (Developer Access) | git clone git@git.bioconductor.org:packages/MLInterfaces |
Bioc Package Browser | https://code.bioconductor.org/browse/MLInterfaces/ |
Package Short Url | https://bioconductor.org/packages/MLInterfaces/ |
Package Downloads Report | Download Stats |