Package: adaptMT 1.0.0
adaptMT: Adaptive P-Value Thresholding for Multiple Hypothesis Testing with Side Information
Implementation of adaptive p-value thresholding (AdaPT), including both a framework that allows the user to specify any algorithm to learn local false discovery rate and a pool of convenient functions that implement specific algorithms. See Lei, Lihua and Fithian, William (2016) <arxiv:1609.06035>.
Authors:
adaptMT_1.0.0.tar.gz
adaptMT_1.0.0.zip(r-4.5)adaptMT_1.0.0.zip(r-4.4)adaptMT_1.0.0.zip(r-4.3)
adaptMT_1.0.0.tgz(r-4.4-any)adaptMT_1.0.0.tgz(r-4.3-any)
adaptMT_1.0.0.tar.gz(r-4.5-noble)adaptMT_1.0.0.tar.gz(r-4.4-noble)
adaptMT_1.0.0.tgz(r-4.4-emscripten)adaptMT_1.0.0.tgz(r-4.3-emscripten)
adaptMT.pdf |adaptMT.html✨
adaptMT/json (API)
NEWS
# Install 'adaptMT' in R: |
install.packages('adaptMT', repos = c('https://lihualei71.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/lihualei71/adaptmt/issues
- estrogen - Gene/Drug response dataset
Last updated 3 years agofrom:d912b9f7b4. Checks:OK: 3 NOTE: 4. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Nov 01 2024 |
R-4.5-win | NOTE | Nov 01 2024 |
R-4.5-linux | NOTE | Nov 01 2024 |
R-4.4-win | NOTE | Nov 01 2024 |
R-4.4-mac | NOTE | Nov 01 2024 |
R-4.3-win | OK | Nov 01 2024 |
R-4.3-mac | OK | Nov 01 2024 |
Exports:adaptadapt_gamadapt_glmadapt_glmnetbeta_familycorr_lfdrctgm_lfdrgen_adapt_modelgen_exp_familyinv_gaussian_familyplot_1d_lfdrplot_1d_threshplot_2d_lfdrplot_2d_thresh
Dependencies:
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Adaptive P-value Thresholding | adapt |
Adaptive P-value Thresholding with Generalized Additive Models | adapt_gam |
Adaptive P-value Thresholding with Generalized Linear Models | adapt_glm |
Adaptive P-value Thresholding with L1/L2 Penalized Generalized Linear Models | adapt_glmnet |
Quantifying Information Loss of Adaptive P-Value Thresholding | corr_lfdr |
Fitting Conditional Two-Groups Models on Unmasked P-Values | ctgm_lfdr |
Gene/Drug response dataset | estrogen |
adapt_model Objects for M-steps | gen_adapt_model |
Generate exp_family Objects for Exponential Families | beta_family gen_exp_family inv_gaussian_family |
Plotting Functions for AdaPT with 1D Covariates | plot_1d plot_1d_lfdr plot_1d_thresh |
Plotting Functions for AdaPT with 2D Covariates | plot_2d plot_2d_lfdr plot_2d_thresh |