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.

Package details

AuthorSokbae Lee [aut, cre], Serena Ng [aut]
MaintainerSokbae Lee <sl3841@columbia.edu>
LicenseGPL-3
Version0.1.2
URL https://github.com/sokbae/sketching/
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("sketching")

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sketching documentation built on Sept. 7, 2022, 5:08 p.m.