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Shrinkage for Extreme Partial Least-Squares (SEPaLS)

R package to Compute Shrinkage for Extreme Partial Least-Squares (SEPaLS) estimators, an adaptation of the original Partial Least Squares (PLS) method tailored to the extreme-value framework.

Joint work by Stéphane Girard, Hadrien Lorenzo and Julyan Arbel.

R code to replicate the results of the paper is available at https://github.com/hlorenzo/SEPaLS_simus.

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Version

Install

install.packages('SEPaLS')

Monthly Downloads

190

Version

0.1.0

License

MIT + file LICENSE

Maintainer

Hadrien Lorenzo

Last Published

October 24th, 2023

Functions in SEPaLS (0.1.0)

SEPaLS

Function to estimate SEPaLS estimators
maximum_Likelihood_SEPaLS

Maximum Likelihood estimator
ricaCarrots

The RICA dataset describing the production of carrots (open field) (in quintals) from 2000 to 2015.
bootstrap.SEPaLS

Bootstrap function for SEPaLS estimator.