Package: MixSim 1.1-8
MixSim: Simulating Data to Study Performance of Clustering Algorithms
The utility of this package is in simulating mixtures of Gaussian distributions with different levels of overlap between mixture components. Pairwise overlap, defined as a sum of two misclassification probabilities, measures the degree of interaction between components and can be readily employed to control the clustering complexity of datasets simulated from mixtures. These datasets can then be used for systematic performance investigation of clustering and finite mixture modeling algorithms. Among other capabilities of 'MixSim', there are computing the exact overlap for Gaussian mixtures, simulating Gaussian and non-Gaussian data, simulating outliers and noise variables, calculating various measures of agreement between two partitionings, and constructing parallel distribution plots for the graphical display of finite mixture models.
Authors:
MixSim_1.1-8.tar.gz
MixSim_1.1-8.tar.gz(r-4.5-noble)MixSim_1.1-8.tar.gz(r-4.4-noble)
MixSim_1.1-8.tgz(r-4.4-emscripten)MixSim_1.1-8.tgz(r-4.3-emscripten)
MixSim.pdf |MixSim.html✨
MixSim/json (API)
# Install 'MixSim' in R: |
install.packages('MixSim', 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 months agofrom:52e22f5afb. Checks:OK: 2. Indexed: no.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Nov 15 2024 |
R-4.5-linux-x86_64 | OK | Nov 15 2024 |
Exports:ClassPropMixGOMMixSimoverlapoverlapGOMpdplotpermsprint.MixGOMprint.MixSimRandIndexsimdatasetsummary.MixSimVarInf
Dependencies:MASS
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Simulation of Gaussian Finite Mixture Models | MixSim-package |
Classification Proportion | ClassProp |
Mixture Simulation based on generalized overlap of Maitra | MixGOM |
Mixture Simulation | MixSim |
Overlap | overlap |
Generalized overlap of Maitra | overlapGOM |
Parallel Distribution Plot | pdplot |
Permutations | perms |
Functions for Printing or Summarizing Objects | print.MixGOM print.MixSim summary.MixSim |
Rand's Index | RandIndex |
Dataset Simulation | simdataset |
Variation of Information | VarInf |