enpls: Ensemble Partial Least Squares Regression

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

AuthorNan Xiao [aut, cre], Dongsheng Cao [aut], Miaozhu Li [aut], Qingsong Xu [aut]
Date of publication2017-01-05 10:39:33
MaintainerNan Xiao <me@nanx.me>
LicenseGPL-3 | file LICENSE
Version5.7
http://enpls.org
https://github.com/road2stat/enpls

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 (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

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
enpls/LICENSE

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