Package: hdsvm 1.0.2

Yikai Zhang
hdsvm: Fast Algorithm for Support Vector Machine
Implements an efficient algorithm for fitting the entire regularization path of support vector machine models with elastic-net penalties using a generalized coordinate descent scheme. The framework also supports SCAD and MCP penalties. It is designed for high-dimensional datasets and emphasizes numerical accuracy and computational efficiency. This package implements the algorithms proposed in Tang, Q., Zhang, Y., & Wang, B. (2022) <https://openreview.net/pdf?id=RvwMTDYTOb>.
Authors:
hdsvm_1.0.2.tar.gz
hdsvm_1.0.2.tar.gz(r-4.7-arm64)hdsvm_1.0.2.tar.gz(r-4.7-x86_64)hdsvm_1.0.2.tar.gz(r-4.6-arm64)hdsvm_1.0.2.tar.gz(r-4.6-x86_64)
hdsvm_1.0.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
hdsvm/json (API)
| # Install 'hdsvm' in R: |
| install.packages('hdsvm', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:88cdf36ba0. Checks:6 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-arm64 | OK | 138 | ||
| linux-devel-x86_64 | OK | 133 | ||
| source / vignettes | OK | 185 | ||
| linux-release-arm64 | OK | 153 | ||
| linux-release-x86_64 | OK | 116 | ||
| wasm-release | OK | 111 |
Exports:cv.hdsvmcv.nc.hdsvmhdsvmnc.hdsvm
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Extract Coefficients from a `cv.hdsvm` Object | coef.cv.hdsvm |
| Extract Coefficients from a `cv.nc.hdsvm` Object | coef.cv.nc.hdsvm |
| Extract Model Coefficients from a `hdsvm` Object | coef.hdsvm |
| Extract Model Coefficients from a `nc.hdsvm` Object | coef.nc.hdsvm |
| Cross-validation for Selecting the Tuning Parameter in the Penalized SVM | cv.hdsvm |
| Cross-validation for Selecting the Tuning Parameter of Nonconvex Penalized SVM | cv.nc.hdsvm |
| Solve Penalized SVM | hdsvm |
| Solve the Penalized SVM with Nonconvex Penalties | nc.hdsvm |
| Make Predictions from a `cv.hdsvm` Object | predict.cv.hdsvm |
| Make Predictions from a `cv.nc.hdsvm` Object | predict.cv.nc.hdsvm |
| Make Predictions from a `hdsvm` Object | predict.hdsvm |
| Make Predictions from a `nc.hdsvm` Object | predict.nc.hdsvm |