enpls: Ensemble Partial Least Squares Regression
Version 5.8

An algorithmic framework for measuring feature importance, outlier detection, model applicability domain evaluation, and ensemble predictive modeling with (sparse) partial least squares regressions.

Browse man pages Browse package API and functions Browse package files

AuthorNan Xiao [aut, cre], Dongsheng Cao [aut], Miaozhu Li [aut], Qingsong Xu [aut]
Date of publication2017-03-25 10:58:10 UTC
MaintainerNan Xiao <me@nanx.me>
LicenseGPL-3 | file LICENSE
Version5.8
URL https://enpls.org https://github.com/road2stat/enpls
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("enpls")

Man pages

alkanes: Methylalkanes Retention Index Dataset
cv.enpls: Cross Validation for Ensemble Partial Least Squares...
cv.enspls: Cross Validation for Ensemble Sparse Partial Least Squares...
enpls.ad: Ensemble Partial Least Squares for Model Applicability Domain...
enpls.ad.core.fit: core fitting function for enpls.ad
enpls.ad.core.pred: core prediction function for enpls.ad
enpls.fit: Ensemble Partial Least Squares Regression
enpls.fit.core: core function for enpls.fit
enpls.fs: Ensemble Partial Least Squares for Measuring Feature...
enpls.fs.core: core function for enpls.fs
enpls.mae: Mean Absolute Error (MAE)
enpls.od: Ensemble Partial Least Squares for Outlier Detection
enpls.od.core: core function for enpls.od
enpls-package: Ensemble (Sparse) Partial Least Squares Regressions
enpls.rmse: Root Mean Squared Error (RMSE)
enpls.rmsle: Root Mean Squared Logarithmic Error (RMSLE)
enspls.ad: Ensemble Sparse Partial Least Squares for Model Applicability...
enspls.ad.core.fit: core fitting function for enspls.ad
enspls.ad.core.pred: core prediction function for enspls.ad
enspls.fit: Ensemble Sparse Partial Least Squares Regression
enspls.fit.core: core function for enspls.fit
enspls.fs: Ensemble Sparse Partial Least Squares for Measuring Feature...
enspls.fs.core: core function for enspls.fs
enspls.od: Ensemble Sparse Partial Least Squares for Outlier Detection
enspls.od.core: core function for enspls.od
logd1k: logD7.4 Data for 1,000 Compounds
plot.cv.enpls: Plot cv.enpls object
plot.cv.enspls: Plot cv.enspls object
plot.enpls.ad: Plot enpls.ad object
plot.enpls.fs: Plot enpls.fs object
plot.enpls.od: Plot enpls.od object
plot.enspls.ad: Plot enspls.ad object
plot.enspls.fs: Plot enspls.fs object
plot.enspls.od: Plot enspls.od object
predict.enpls.fit: Make Predictions from a Fitted Ensemble Partial Least Squares...
predict.enspls.fit: Make Predictions from a Fitted Sparse Ensemble Partial Least...
print.cv.enpls: Print cv.enpls Object
print.cv.enspls: Print cv.enspls Object
print.enpls.ad: Print enpls.ad Object
print.enpls.fit: Print Fitted Ensemble Partial Least Squares Object
print.enpls.fs: Print enpls.fs Object
print.enpls.od: Print enpls.od Object
print.enspls.ad: Print enspls.ad Object
print.enspls.fit: Print Fitted Ensemble Sparse Partial Least Squares Object
print.enspls.fs: Print enspls.fs Object
print.enspls.od: Print enspls.od Object
rgb2alpha: Add transparency level to hex colors

Functions

alkanes Man page
cv.enpls Man page Source code
cv.enspls Man page Source code
enpls-package Man page
enpls.ad Man page Source code
enpls.ad.core.fit Man page Source code
enpls.ad.core.pred Man page Source code
enpls.fit Man page Source code
enpls.fit.core Man page Source code
enpls.fs Man page Source code
enpls.fs.core Man page Source code
enpls.mae Man page Source code
enpls.od Man page Source code
enpls.od.core Man page Source code
enpls.rmse Man page Source code
enpls.rmsle Man page Source code
enspls.ad Man page Source code
enspls.ad.core.fit Man page Source code
enspls.ad.core.pred Man page Source code
enspls.fit Man page Source code
enspls.fit.core Man page Source code
enspls.fs Man page Source code
enspls.fs.core Man page Source code
enspls.od Man page Source code
enspls.od.core Man page Source code
logd1k Man page
plot.cv.enpls Man page Source code
plot.cv.enspls Man page Source code
plot.enpls.ad Man page Source code
plot.enpls.fs Man page Source code
plot.enpls.od Man page Source code
plot.enspls.ad Man page Source code
plot.enspls.fs Man page Source code
plot.enspls.od Man page Source code
predict.enpls.fit Man page Source code
predict.enspls.fit Man page Source code
print.cv.enpls Man page Source code
print.cv.enspls Man page Source code
print.enpls.ad Man page Source code
print.enpls.fit Man page Source code
print.enpls.fs Man page Source code
print.enpls.od Man page Source code
print.enspls.ad Man page Source code
print.enspls.fit Man page Source code
print.enspls.fs Man page Source code
print.enspls.od Man page Source code
rgb2alpha Man page Source code

Files

TODO
inst
inst/CITATION
inst/doc
inst/doc/enpls.Rmd
inst/doc/enpls.html
inst/doc/enpls.R
NAMESPACE
NEWS.md
data
data/logd1k.rda
data/alkanes.rda
R
R/enpls-package.R
R/enpls.fit.R
R/enpls.ad.R
R/evaluate.R
R/enspls.fs.R
R/plot.enpls.R
R/print.enpls.R
R/enpls-datalist.R
R/predict.enspls.R
R/enspls.ad.R
R/plot.enspls.R
R/enspls.od.R
R/predict.enpls.R
R/cv.enspls.R
R/enpls.od.R
R/enspls.fit.R
R/cv.enpls.R
R/print.enspls.R
R/enpls.fs.R
vignettes
vignettes/enpls.Rmd
vignettes/header.html
vignettes/enpls.bib
vignettes/enpls.css
README.md
MD5
build
build/vignette.rds
DESCRIPTION
man
man/enpls-package.Rd
man/rgb2alpha.Rd
man/plot.enpls.od.Rd
man/enpls.mae.Rd
man/print.enspls.od.Rd
man/enpls.od.Rd
man/enpls.od.core.Rd
man/enspls.od.core.Rd
man/plot.enpls.ad.Rd
man/print.enspls.ad.Rd
man/print.cv.enspls.Rd
man/plot.enspls.fs.Rd
man/plot.cv.enspls.Rd
man/enpls.rmsle.Rd
man/enspls.ad.core.fit.Rd
man/enpls.ad.core.pred.Rd
man/enspls.fit.Rd
man/predict.enpls.fit.Rd
man/enspls.ad.Rd
man/enpls.ad.Rd
man/print.cv.enpls.Rd
man/plot.enspls.od.Rd
man/enspls.ad.core.pred.Rd
man/cv.enpls.Rd
man/enpls.fit.Rd
man/enspls.fs.Rd
man/plot.enspls.ad.Rd
man/print.enspls.fs.Rd
man/print.enpls.od.Rd
man/alkanes.Rd
man/print.enpls.ad.Rd
man/predict.enspls.fit.Rd
man/enspls.od.Rd
man/cv.enspls.Rd
man/logd1k.Rd
man/plot.enpls.fs.Rd
man/enpls.fs.Rd
man/enspls.fs.core.Rd
man/enpls.fit.core.Rd
man/print.enspls.fit.Rd
man/enpls.rmse.Rd
man/plot.cv.enpls.Rd
man/print.enpls.fs.Rd
man/enspls.fit.core.Rd
man/enpls.fs.core.Rd
man/enpls.ad.core.fit.Rd
man/print.enpls.fit.Rd
LICENSE
enpls documentation built on May 19, 2017, 2:29 p.m.