enpls: Ensemble Partial Least Squares Regression

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

Author
Nan Xiao <me@nanx.me>, Dong-Sheng Cao, Miao-Zhu Li <miaozhu.li@duke.edu>, Qing-Song Xu <qsxu@csu.edu.cn>
Date of publication
2016-11-26 17:47:13
Maintainer
Nan Xiao <me@nanx.me>
License
GPL (>= 2)
Version
5.6
URLs

View on CRAN

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 Partial Least Squares Regression
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

Files in this package

enpls
enpls/TODO
enpls/inst
enpls/inst/CITATION
enpls/inst/doc
enpls/inst/doc/enpls.Rmd
enpls/inst/doc/enpls.html
enpls/inst/doc/enpls.R
enpls/NAMESPACE
enpls/NEWS.md
enpls/data
enpls/data/logd1k.rda
enpls/data/alkanes.rda
enpls/R
enpls/R/enpls-package.R
enpls/R/enpls.fit.R
enpls/R/enpls.ad.R
enpls/R/evaluate.R
enpls/R/enspls.fs.R
enpls/R/plot.enpls.R
enpls/R/print.enpls.R
enpls/R/enpls-datalist.R
enpls/R/predict.enspls.R
enpls/R/enspls.ad.R
enpls/R/plot.enspls.R
enpls/R/enspls.od.R
enpls/R/predict.enpls.R
enpls/R/cv.enspls.R
enpls/R/enpls.od.R
enpls/R/enspls.fit.R
enpls/R/cv.enpls.R
enpls/R/print.enspls.R
enpls/R/enpls.fs.R
enpls/vignettes
enpls/vignettes/enpls.Rmd
enpls/vignettes/header.html
enpls/vignettes/enpls.bib
enpls/vignettes/enpls.css
enpls/README.md
enpls/MD5
enpls/build
enpls/build/vignette.rds
enpls/DESCRIPTION
enpls/man
enpls/man/enpls-package.Rd
enpls/man/rgb2alpha.Rd
enpls/man/plot.enpls.od.Rd
enpls/man/enpls.mae.Rd
enpls/man/print.enspls.od.Rd
enpls/man/enpls.od.Rd
enpls/man/enpls.od.core.Rd
enpls/man/enspls.od.core.Rd
enpls/man/plot.enpls.ad.Rd
enpls/man/print.enspls.ad.Rd
enpls/man/print.cv.enspls.Rd
enpls/man/plot.enspls.fs.Rd
enpls/man/plot.cv.enspls.Rd
enpls/man/enpls.rmsle.Rd
enpls/man/enspls.ad.core.fit.Rd
enpls/man/enpls.ad.core.pred.Rd
enpls/man/enspls.fit.Rd
enpls/man/predict.enpls.fit.Rd
enpls/man/enspls.ad.Rd
enpls/man/enpls.ad.Rd
enpls/man/print.cv.enpls.Rd
enpls/man/plot.enspls.od.Rd
enpls/man/enspls.ad.core.pred.Rd
enpls/man/cv.enpls.Rd
enpls/man/enpls.fit.Rd
enpls/man/enspls.fs.Rd
enpls/man/plot.enspls.ad.Rd
enpls/man/print.enspls.fs.Rd
enpls/man/print.enpls.od.Rd
enpls/man/alkanes.Rd
enpls/man/print.enpls.ad.Rd
enpls/man/predict.enspls.fit.Rd
enpls/man/enspls.od.Rd
enpls/man/cv.enspls.Rd
enpls/man/logd1k.Rd
enpls/man/plot.enpls.fs.Rd
enpls/man/enpls.fs.Rd
enpls/man/enspls.fs.core.Rd
enpls/man/enpls.fit.core.Rd
enpls/man/print.enspls.fit.Rd
enpls/man/enpls.rmse.Rd
enpls/man/plot.cv.enpls.Rd
enpls/man/print.enpls.fs.Rd
enpls/man/enspls.fit.core.Rd
enpls/man/enpls.fs.core.Rd
enpls/man/enpls.ad.core.fit.Rd
enpls/man/print.enpls.fit.Rd