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

Functions

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

Files

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

Questions? Problems? Suggestions? or email at ian@mutexlabs.com.

Please suggest features or report bugs with the GitHub issue tracker.

All documentation is copyright its authors; we didn't write any of that.