plspolychaos: Sensitivity Indexes from Polynomial Chaos Expansions and PLS

Share:

Computation of sensitivity indexes by using a method based on a truncated Polynomial Chaos Expansion of the response and regression PLS, for computer models with correlated continuous inputs, whatever the input distribution. The truncated Polynomial Chaos Expansion is built from the multivariate Legendre orthogonal polynomials. The number of runs (rows) can be smaller than the number of monomials. It is possible to select only the most significant monomials. Of course, this package can also be used if the inputs are independent. Note that, when they are independent and uniformly distributed, the package 'polychaosbasics' is more appropriate.

Author
A. Bouvier [aut], J.-P. Gauchi [cre], A. Bensadoun [ctb]
Date of publication
2016-05-09 21:37:50
Maintainer
Annie Bouvier <annie.bouvier@jouy.inra.fr>
License
GPL (>= 2)
Version
1.1-0

View on CRAN

Man pages

analyticsPolyLeg
Simulate a Dataset and Calculate Legendre Polynomials
calcPLSPCE
Compute PLS-PCE Sensitivity Indexes
descrdata
Main Characteristics of the Dataset
getNames
Display Structure of a Class
PCEdesign-class
Class '"PCEdesign"'
PCEpoly-class
Class '"PCEpoly"'
PLSPCE-class
Class '"PLSPCE"'
plspolychaos-package
\Sexpr[results=rd,stage=build]{tools:::Rd_package_title("plspolychaos")}
polyLeg
Calculate Legendre Polynomials on a Dataset

Files in this package

plspolychaos
plspolychaos/inst
plspolychaos/inst/extdata
plspolychaos/inst/extdata/ishigami200.Rda
plspolychaos/inst/extdata/plant.Rda
plspolychaos/inst/extdata/ishigami20000.Rda
plspolychaos/inst/doc
plspolychaos/inst/doc/index.html
plspolychaos/inst/doc/ishigami20000.pdf
plspolychaos/tests
plspolychaos/tests/ishigami200f.pdf
plspolychaos/tests/Rplots.pdf
plspolychaos/tests/sobolA200.Rout.save
plspolychaos/tests/ishigami200f.Rout.save
plspolychaos/tests/ishigamiA200.R
plspolychaos/tests/sobolA200.pdf
plspolychaos/tests/ishigamiA200.pdf
plspolychaos/tests/ishigami200.pdf
plspolychaos/tests/ishigami200.Rout.save
plspolychaos/tests/ishigami200.R
plspolychaos/tests/sobolA200.R
plspolychaos/tests/ishigamiA200.Rout.save
plspolychaos/tests/ishigami200f.R
plspolychaos/src
plspolychaos/src/forward.c
plspolychaos/src/boucleregpls.c
plspolychaos/NAMESPACE
plspolychaos/R
plspolychaos/R/polyLeg.R
plspolychaos/R/regpls2.R
plspolychaos/R/generic.R
plspolychaos/R/UtilPolychaos.R
plspolychaos/R/forward.R
plspolychaos/R/PCEpoly-class.R
plspolychaos/R/analyticsPolyLeg.R
plspolychaos/R/PLSPCE-class.R
plspolychaos/R/PCEdesign-class.R
plspolychaos/R/calcPLSPCE.R
plspolychaos/MD5
plspolychaos/build
plspolychaos/build/partial.rdb
plspolychaos/DESCRIPTION
plspolychaos/man
plspolychaos/man/getNames.Rd
plspolychaos/man/polyLeg.Rd
plspolychaos/man/PLSPCE-class.Rd
plspolychaos/man/plspolychaos-package.Rd
plspolychaos/man/calcPLSPCE.Rd
plspolychaos/man/analyticsPolyLeg.Rd
plspolychaos/man/PCEpoly-class.Rd
plspolychaos/man/PCEdesign-class.Rd
plspolychaos/man/descrdata.Rd