Package: DistributionOptimization 1.2.6
Florian Lerch
DistributionOptimization: Distribution Optimization
Fits Gaussian Mixtures by applying evolution. As fitness function a mixture of the chi square test for distributions and a novel measure for approximating the common area under curves between multiple Gaussians is used. The package presents an alternative to the commonly used Likelihood Maximization as is used in Expectation Maximization. The algorithm and applications of this package are published under: Lerch, F., Ultsch, A., Lotsch, J. (2020) <doi:10.1038/s41598-020-57432-w>. The evolution is based on the 'GA' package: Scrucca, L. (2013) <doi:10.18637/jss.v053.i04> while the Gaussian Mixture Logic stems from 'AdaptGauss': Ultsch, A, et al. (2015) <doi:10.3390/ijms161025897>.
Authors:
DistributionOptimization_1.2.6.tar.gz
DistributionOptimization_1.2.6.tar.gz(r-4.5-noble)DistributionOptimization_1.2.6.tar.gz(r-4.4-noble)
DistributionOptimization_1.2.6.tgz(r-4.4-emscripten)DistributionOptimization_1.2.6.tgz(r-4.3-emscripten)
DistributionOptimization.pdf |DistributionOptimization.html✨
DistributionOptimization/json (API)
# Install 'DistributionOptimization' in R: |
install.packages('DistributionOptimization', 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 5 years agofrom:9b25e1d467. Checks:OK: 2. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Nov 02 2024 |
R-4.5-linux | OK | Nov 02 2024 |
Exports:BinProb4MixturesDistributionOptimizationMixedDistributionErrorOverlapErrorByDensity
Dependencies:AdaptGaussaskpassbase64encbslibcachemclicodetoolscolorspacecommonmarkcpp11crayoncrosstalkcurldata.tableDataVisualizationsdigestdplyrevaluatefansifarverfastmapfontawesomeforeachfsGAgenericsggplot2gluegtablehighrhtmltoolshtmlwidgetshttpuvhttrisobanditeratorsjquerylibjsonliteknitrlabelinglaterlatticelazyevallifecyclemagrittrMASSMatrixmemoisemgcvmimemunsellnlmeopensslpillarpkgconfigplotlyplyrpracmapromisespurrrR6rappdirsRColorBrewerRcppRcppArmadilloreshape2rlangrmarkdownsassscalesshinysourcetoolsspstringistringrsystibbletidyrtidyselecttinytexutf8vctrsviridisLitewithrxfunxtableyaml
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Distribution Optimization | DistributionOptimization-package |
Bin Probabilities | BinProb4Mixtures |
Distribution Fitting | DistributionOptimization |
MixedDistributionError | MixedDistributionError |
OverlapErrorByDensity | OverlapErrorByDensity |