sketching: Sketching of Data via Random Subspace Embeddings

Construct sketches of data via random subspace embeddings. For more details, see the following papers. Lee, S. and Ng, S. (2022). "Least Squares Estimation Using Sketched Data with Heteroskedastic Errors," Proceedings of the 39th International Conference on Machine Learning (ICML22), 162:12498-12520. Lee, S. and Ng, S. (2020). "An Econometric Perspective on Algorithmic Subsampling," Annual Review of Economics, 12(1): 45–80.

Version: 0.1.2
Depends: R (≥ 4.1.0)
Imports: stats, MASS, Rcpp (≥ 1.0.7), phangorn (≥ 2.8.1)
LinkingTo: Rcpp
Suggests: knitr, rmarkdown, testthat (≥ 3.0.0), lmtest (≥ 0.9), ivreg (≥ 0.6), sandwich (≥ 3.0)
Published: 2022-09-07
DOI: 10.32614/CRAN.package.sketching
Author: Sokbae Lee [aut, cre], Serena Ng [aut]
Maintainer: Sokbae Lee <sl3841 at columbia.edu>
BugReports: https://github.com/sokbae/sketching/issues
License: GPL-3
URL: https://github.com/sokbae/sketching/
NeedsCompilation: yes
Materials: README NEWS
CRAN checks: sketching results

Documentation:

Reference manual: sketching.pdf
Vignettes: sketching: An R Vignette

Downloads:

Package source: sketching_0.1.2.tar.gz
Windows binaries: r-devel: sketching_0.1.2.zip, r-release: sketching_0.1.2.zip, r-oldrel: sketching_0.1.2.zip
macOS binaries: r-release (arm64): sketching_0.1.2.tgz, r-oldrel (arm64): sketching_0.1.2.tgz, r-release (x86_64): sketching_0.1.2.tgz, r-oldrel (x86_64): sketching_0.1.2.tgz
Old sources: sketching archive

Linking:

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