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]

sketching_0.1.2.tar.gz
sketching_0.1.2.zip(r-4.5)sketching_0.1.2.zip(r-4.4)sketching_0.1.2.zip(r-4.3)
sketching_0.1.2.tgz(r-4.4-x86_64)sketching_0.1.2.tgz(r-4.4-arm64)sketching_0.1.2.tgz(r-4.3-x86_64)sketching_0.1.2.tgz(r-4.3-arm64)
sketching_0.1.2.tar.gz(r-4.5-noble)sketching_0.1.2.tar.gz(r-4.4-noble)
sketching_0.1.2.tgz(r-4.4-emscripten)sketching_0.1.2.tgz(r-4.3-emscripten)
sketching.pdf |sketching.html
sketching/json (API)
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

4.54 score 7 stars 7 scripts 167 downloads 3 exports 20 dependencies

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

TargetResultDate
Doc / VignettesOKNov 18 2024
R-4.5-win-x86_64OKNov 18 2024
R-4.5-linux-x86_64OKNov 18 2024
R-4.4-win-x86_64OKNov 18 2024
R-4.4-mac-x86_64OKNov 18 2024
R-4.4-mac-aarch64OKNov 18 2024
R-4.3-win-x86_64OKNov 18 2024
R-4.3-mac-x86_64OKNov 18 2024
R-4.3-mac-aarch64OKNov 18 2024

Exports:simulation_dgpsketchsketch_leverage

Dependencies:apeclicpp11digestfastmatchgenericsglueigraphlatticelifecyclemagrittrMASSMatrixnlmephangornpkgconfigquadprogRcpprlangvctrs

sketching: An R Vignette

Rendered fromsketching_vignette.Rmdusingknitr::rmarkdownon Nov 18 2024.

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