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sketching  

Sketching of Data via Random Subspace Embeddings
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("sketching", "0.1.2")



Attach the package and use:
library("sketching")
Maintained by
Sokbae Lee
[Scholar Profile | Author Map]
First Published: 2022-06-08
Latest Update: 2022-09-07
Description:
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.
How to cite:
Sokbae Lee (2022). sketching: Sketching of Data via Random Subspace Embeddings. R package version 0.1.2, https://cran.r-project.org/web/packages/sketching. Accessed 29 Mar. 2025.
Previous versions and publish date:
0.1.0 (2022-06-08 11:20), 0.1.1 (2022-08-31 10:40)
Other packages that cited sketching R package
View sketching citation profile
Other R packages that sketching depends, imports, suggests or enhances
Complete documentation for sketching
Functions, R codes and Examples using the sketching R package
Some associated functions: AK . simulation_dgp . sketch . sketch_leverage . 
Some associated R codes: RcppExports.R . data_AK.R . simulation_dgp.R . sketch.R . sketch_leverage.R .  Full sketching package functions and examples
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