Package: sketching 0.1.2

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.

Authors:Sokbae Lee [aut, cre], Serena Ng [aut]

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NEWS

# Install 'sketching' in R:
install.packages('sketching', repos = c('https://sokbae.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/sokbae/sketching/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:

On CRAN:

heteroskedasticityregressionsubspace-embedding

3 exports 7 stars 1.26 score 20 dependencies 7 scripts 208 downloads

Last updated 2 years agofrom:c5eedc482c. Checks:OK: 9. Indexed: yes.

TargetResultDate
Doc / VignettesOKAug 20 2024
R-4.5-win-x86_64OKAug 20 2024
R-4.5-linux-x86_64OKAug 20 2024
R-4.4-win-x86_64OKAug 20 2024
R-4.4-mac-x86_64OKAug 20 2024
R-4.4-mac-aarch64OKAug 20 2024
R-4.3-win-x86_64OKAug 20 2024
R-4.3-mac-x86_64OKAug 20 2024
R-4.3-mac-aarch64OKAug 20 2024

Exports:simulation_dgpsketchsketch_leverage

Dependencies:apeclicpp11digestfastmatchgenericsglueigraphlatticelifecyclemagrittrMASSMatrixnlmephangornpkgconfigquadprogRcpprlangvctrs

sketching: An R Vignette

Rendered fromsketching_vignette.Rmdusingknitr::rmarkdownon Aug 20 2024.

Last update: 2022-06-06
Started: 2022-05-26