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bootnComp

Bootstrap to find optimal number of components

Description

Combined bootstrap and cross validation procedure to find optimal number of PLS components

Usage

bootnComp(X, y, R = 99, plotting = FALSE)

Arguments

X

predictors as a matrix
y

response
R

number of bootstrap replicates
plotting

if TRUE, a diagnostic plot is drawn for each bootstrap replicate

Details

Heavily used internally in function impRZilr.

Value

Including other information in a list, the optimal number of components

Author(s)

Matthias Templ

See Also

Examples

## we refer to impRZilr()
robCompositions

Compositional Data Analysis

v2.3.0
GPL (>= 2)
Authors
Matthias Templ [aut, cre] (<https://orcid.org/0000-0002-8638-5276>), Karel Hron [aut] (<https://orcid.org/0000-0002-1847-6598>), Peter Filzmoser [aut] (<https://orcid.org/0000-0002-8014-4682>), Kamila Facevicova [ctb], Petra Kynclova [ctb], Jan Walach [ctb], Veronika Pintar [ctb], Jiajia Chen [ctb], Dominika Miksova [ctb], Bernhard Meindl [ctb], Alessandra Menafoglio [ctb] (<https://orcid.org/0000-0003-0682-6412>), Alessia Di Blasi [ctb], Federico Pavone [ctb], Gianluca Zeni [ctb]
Initial release
2020-11-18

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