A mutual information estimator based on k-nearest neighbor method proposed by A. Kraskov, et al. (2004) <doi:10.1103/PhysRevE.69.066138> to measure general dependence and the time complexity for our estimator is only squared to the sample size, which is faster than other statistics. Besides, an implementation of mutual information based independence test is provided for analyzing multivariate data in Euclidean space (T B. Berrett, et al. (2019) <doi:10.1093/biomet/asz024>); furthermore, we extend it to tackle datasets in metric spaces.
| Version: | 0.1.1 |
| Imports: | Rcpp, stats |
| LinkingTo: | Rcpp, RcppArmadillo |
| Suggests: | testthat |
| Published: | 2019-12-30 |
| DOI: | 10.32614/CRAN.package.fastmit |
| Author: | Shiyun Lin [aut, cre], Jin Zhu [aut], Wenliang Pan [aut], Xueqin Wang [aut], SC2S2 [cph] |
| Maintainer: | Shiyun Lin <linshy27 at mail2.sysu.edu.cn> |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| NeedsCompilation: | yes |
| Materials: | README, NEWS |
| CRAN checks: | fastmit results |
| Reference manual: | fastmit.html , fastmit.pdf |
| Package source: | fastmit_0.1.1.tar.gz |
| Windows binaries: | r-devel: fastmit_0.1.1.zip, r-release: fastmit_0.1.1.zip, r-oldrel: fastmit_0.1.1.zip |
| macOS binaries: | r-release (arm64): fastmit_0.1.1.tgz, r-oldrel (arm64): fastmit_0.1.1.tgz, r-release (x86_64): fastmit_0.1.1.tgz, r-oldrel (x86_64): fastmit_0.1.1.tgz |
Please use the canonical form https://CRAN.R-project.org/package=fastmit to link to this page.
Need a high-speed mirror for your open-source project?
Contact our mirror admin team at info@clientvps.com.
This archive is provided as a free public service to the community.
Proudly supported by infrastructure from VPSPulse , RxServers , BuyNumber , UnitVPS , OffshoreName and secure payment technology by ArionPay.