Package: powerPLS 0.2.0
powerPLS: Power Analysis for PLS Classification
It estimates power and sample size for Partial Least Squares-based methods described in Andreella, et al., (2024), <doi:10.48550/arXiv.2403.10289>.
Authors:
powerPLS_0.2.0.tar.gz
powerPLS_0.2.0.zip(r-4.7)powerPLS_0.2.0.zip(r-4.6)powerPLS_0.2.0.zip(r-4.5)
powerPLS_0.2.0.tgz(r-4.6-any)powerPLS_0.2.0.tgz(r-4.5-any)
powerPLS_0.2.0.tar.gz(r-4.7-any)powerPLS_0.2.0.tar.gz(r-4.6-any)
powerPLS_0.2.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
powerPLS/json (API)
NEWS
| # Install 'powerPLS' in R: |
| install.packages('powerPLS', repos = c('https://angeella.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/angeella/powerpls/issues
- aqueous_humour - Aqueous Humour data
- wheezing - Wheezing data
Last updated from:966ae22238. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 162 | ||
| source / vignettes | OK | 207 | ||
| linux-release-x86_64 | OK | 179 | ||
| macos-release-arm64 | OK | 180 | ||
| macos-oldrel-arm64 | OK | 228 | ||
| windows-devel | OK | 159 | ||
| windows-release | OK | 105 | ||
| windows-oldrel | OK | 122 | ||
| wasm-release | OK | 120 |
Exports:AUCTestcomputePowercomputeSampleSizecomputeWTdQ2TestF1TestFMTestIDAmccTestPLScptPLScR2TestrepeatedCV_testscoreTestsensitivityTestsim_XYsimulatePilotDataspecificityTest
Dependencies:bayesmcaretclasscliclockcodetoolscompositionscpp11data.tableDEoptimRdiagramdigestdplyre1071farverFKSUMFNNforeachfuturefuture.applygenericsggplot2globalsgluegowergtablehardhatipredisobanditeratorskernlabKernSmoothkslabelinglatticelavalifecyclelistenvlubridatemagrittrMASSMatrixmclustmgcvModelMetricsmulticoolmvtnormnipalsnlmennetnumDerivparallellypillarpkgconfigplyrpracmapROCprodlimprogressrproxypurrrR6rARPACKRColorBrewerRcppRcppArmadilloRcppEigenrecipesreshape2rlangrobustbaserpartRSpectraS7scalesshapesimukdesparsevctrsSQUAREMstringistringrsurvivaltensorAtibbletidyrtidyselecttimechangetimeDatetzdbutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Aqueous Humour data | aqueous_humour |
| AUC test | AUCTest |
| Power estimation | computePower |
| Sample size estimation | computeSampleSize |
| dQ2 test | dQ2Test |
| F1 test | F1Test |
| FM test | FMTest |
| MCC test | mccTest |
| PLS classification | PLSc |
| R2 test | R2Test |
| Repeated k-Fold Cross-Validation with Custom Test Metrics | repeatedCV_test |
| Score test | scoreTest |
| sensitivity test | sensitivityTest |
| Simulate pilot data | sim_XY |
| Simulate pilot data | simulatePilotData |
| specificity test | specificityTest |
| Wheezing data | wheezing |
