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rolleigen  

Rolling Eigenanalysis
View on CRAN: Click here


Download and install rolleigen package within the R console
Install from CRAN:
install.packages("rolleigen")

Install from Github:
library("remotes")
install_github("cran/rolleigen")

Install by package version:
library("remotes")
install_version("rolleigen", "1.0.0")



Attach the package and use:
library("rolleigen")
Maintained by
Jason Foster
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-06-19
Latest Update: 2026-06-19
Description:
Fast and efficient computation of rolling and expanding eigenanalysis for time-series data. The 'rolleigen' package decomposes the covariance matrix of the explanatory variables into eigenvalues and eigenvectors to perform principal component analysis (Pearson, 1901, <doi:10.1080/14786440109462720>; Hotelling, 1933, <doi:10.1037/h0071325>) and principal component regression (Massy, 1965, <doi:10.1080/01621459.1965.10480787>) over rolling and expanding windows. For each window, the eigenvalues and eigenvectors are computed from the covariance matrix and, optionally, ordered from largest to smallest to summarize the directions of greatest variation in the data. A subset of leading components is then used to fit a regression that mitigates collinearity in the explanatory variables. Use cases include dimensionality reduction, factor extraction, and regression on collinear explanatory variables. The package supports rolling and expanding windows, weights, and handling of missing values via the min_obs, complete_obs, and na_restore arguments. The implementation uses the online and offline algorithms from the 'roll' package to compute rolling and expanding cross-products efficiently, with parallelism across columns and windows provided by 'RcppParallel'.
How to cite:
Jason Foster (2026). rolleigen: Rolling Eigenanalysis. R package version 1.0.0, https://cran.r-project.org/web/packages/rolleigen. Accessed 14 Jul. 2026.
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