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A leadership-inference framework for multivariate time series. The framework for multiple-faction-leadership inference from coordinated activities or 'mFLICA' uses a notion of a leader as an individual who initiates collective patterns that everyone in a group follows. Given a set of time series of individual activities, our goal is to identify periods of coordinated activity, find factions of coordination if more than one exist, as well as identify leaders of each faction. For each time step, the framework infers following relations between individual time series, then identifying a leader of each faction whom many individuals follow but it follows no one. A faction is defined as a group of individuals that everyone follows the same leader. 'mFLICA' reports following relations, leaders of factions, and members of each faction for each time step. Please see Chainarong Amornbunchornvej and Tanya Berger-Wolf (2018) <doi:10.1137/1.9781611975321.62> for methodology and Chainarong Amornbunchornvej (2021) <doi:10.1016/j.softx.2021.100781> for software when referring to this package in publications.
Version: | 0.1.6 |
Depends: | R (≥ 3.5.0) |
Imports: | ggplot2 (≥ 3.0) |
Suggests: | knitr, rmarkdown, R.rsp |
Published: | 2024-06-11 |
DOI: | 10.32614/CRAN.package.mFLICA |
Author: | Chainarong Amornbunchornvej
|
Maintainer: | Chainarong Amornbunchornvej <grandca at gmail.com> |
BugReports: | https://github.com/DarkEyes/mFLICA/issues |
License: | GPL-3 |
URL: | https://github.com/DarkEyes/mFLICA |
NeedsCompilation: | no |
Language: | en-US |
Citation: | mFLICA citation info |
Materials: | README NEWS |
CRAN checks: | mFLICA results |
Reference manual: | mFLICA.pdf |
Vignettes: |
mFLICA_demo |
Package source: | mFLICA_0.1.6.tar.gz |
Windows binaries: | r-devel: mFLICA_0.1.6.zip, r-release: mFLICA_0.1.6.zip, r-oldrel: mFLICA_0.1.6.zip |
macOS binaries: | r-release (arm64): mFLICA_0.1.6.tgz, r-oldrel (arm64): mFLICA_0.1.6.tgz, r-release (x86_64): mFLICA_0.1.6.tgz, r-oldrel (x86_64): mFLICA_0.1.6.tgz |
Old sources: | mFLICA archive |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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