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gdpc (version 1.1.4)

Generalized Dynamic Principal Components

Description

Functions to compute the Generalized Dynamic Principal Components introduced in Peña and Yohai (2016) . The implementation includes an automatic procedure proposed in Peña, Smucler and Yohai (2020) for the identification of both the number of lags to be used in the generalized dynamic principal components as well as the number of components required for a given reconstruction accuracy.

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Version

Install

install.packages('gdpc')

Monthly Downloads

383

Version

1.1.4

License

GPL (>= 2)

Last Published

November 19th, 2023

Functions in gdpc (1.1.4)

plot.gdpc

Plot Generalized Dynamic Principal Components
auto.gdpc

Automatic Fitting of Generalized Dynamic Principal Components
components.gdpcs

Get Generalized Dynamic Principal Components From a gdpcs Object
pricesSP50

Stock Prices of the First 50 Components of S&P500
fitted.gdpcs

Get Reconstructed Time Series From a gdpcs Object
gdpc

Generalized Dynamic Principal Components
components

Generic Function for Getting Components From an Object
ipi91

Industrial Production Index (IPI) of France, Germany, Italy, United Kingdom, USA and Japan
plot.gdpcs

Plot Generalized Dynamic Principal Components