Package: dcsvm 0.0.1
dcsvm: Density Convoluted Support Vector Machines
Implements an efficient algorithm for solving sparse-penalized support vector machines with kernel density convolution. This package is designed for high-dimensional classification tasks, supporting lasso (L1) and elastic-net penalties for sparse feature selection and providing options for tuning kernel bandwidth and penalty weights. The 'dcsvm' is applicable to fields such as bioinformatics, image analysis, and text classification, where high-dimensional data commonly arise. Learn more about the methodology and algorithm at Wang, Zhou, Gu, and Zou (2023) <doi:10.1109/TIT.2022.3222767>.
Authors:
dcsvm_0.0.1.tar.gz
dcsvm_0.0.1.zip(r-4.5)dcsvm_0.0.1.zip(r-4.4)dcsvm_0.0.1.zip(r-4.3)
dcsvm_0.0.1.tgz(r-4.4-x86_64)dcsvm_0.0.1.tgz(r-4.4-arm64)dcsvm_0.0.1.tgz(r-4.3-x86_64)dcsvm_0.0.1.tgz(r-4.3-arm64)
dcsvm_0.0.1.tar.gz(r-4.5-noble)dcsvm_0.0.1.tar.gz(r-4.4-noble)
dcsvm_0.0.1.tgz(r-4.4-emscripten)dcsvm_0.0.1.tgz(r-4.3-emscripten)
dcsvm.pdf |dcsvm.html✨
dcsvm/json (API)
| # Install 'dcsvm' in R: |
| install.packages('dcsvm', repos = c('https://boxiang-wang.r-universe.dev', 'https://cloud.r-project.org')) |
- colon - Simplified Gene Expression Data from Alon et al.
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 4 days agofrom:5a439b70d0. Checks:9 OK. Indexed: yes.
| Target | Result | Latest binary |
|---|---|---|
| Doc / Vignettes | OK | Jan 11 2025 |
| R-4.5-win-x86_64 | OK | Jan 11 2025 |
| R-4.5-linux-x86_64 | OK | Jan 11 2025 |
| R-4.4-win-x86_64 | OK | Jan 11 2025 |
| R-4.4-mac-x86_64 | OK | Jan 11 2025 |
| R-4.4-mac-aarch64 | OK | Jan 11 2025 |
| R-4.3-win-x86_64 | OK | Jan 11 2025 |
| R-4.3-mac-x86_64 | OK | Jan 11 2025 |
| R-4.3-mac-aarch64 | OK | Jan 11 2025 |
Exports:cv.dcsvmdcsvmprint.dcsvm
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Density-Convoluted Support Vector Machines | dcsvm-package |
| Compute Coefficients from a "cv.dcsvm" Object | coef.cv.dcsvm |
| Compute Coefficients for Sparse Density-Convoluted SVM | coef.dcsvm |
| Simplified Gene Expression Data from Alon et al. (1999) | colon |
| Cross-Validation for Sparse Density-Convoluted SVM | cv.dcsvm |
| Density-Convoluted Support Vector Machine | dcsvm |
| Plot the Cross-Validation Curve of Sparse Density-Convoluted SVM | plot.cv.dcsvm |
| Plot Coefficients for Sparse Density-Convoluted SVM | plot.dcsvm |
| Make Predictions from a "cv.dcsvm" Object | predict.cv.dcsvm |
| Make Predictions for Sparse Density-Convoluted SVM | predict.dcsvm |
| Print a DCSVM Object | print.dcsvm |
