Package: CausalLoopAnalytics 1.0.0

Vinodhkumar Obli Rajendran

CausalLoopAnalytics: Data-Driven Causal Loop and Feedback Network Analysis

Provides tools for constructing signed causal-loop models, discovering directed causal relationships from time-series data using Granger-style tests, identifying and classifying reinforcing and balancing feedback loops, quantifying loop strength, assessing loop stability by bootstrap resampling, calculating network centrality and leverage-point scores, comparing causal-loop models, and producing publication-ready base R visualizations and summaries. The package is domain-agnostic and can be used in human medicine, veterinary medicine, agriculture, epidemiology, ecology, public health, and One Health. Methods are based on Granger (1969) <doi:10.2307/1912791> and Efron (1979) <doi:10.1214/aos/1176344552>.

Authors:Vinodhkumar Obli Rajendran [aut, cre], Keerthi Aaradhana [aut]

CausalLoopAnalytics_1.0.0.tar.gz
CausalLoopAnalytics_1.0.0.zip(r-4.7-any)CausalLoopAnalytics_1.0.0.zip(r-4.6-any)
CausalLoopAnalytics_1.0.0.tar.gz(r-4.7-any)CausalLoopAnalytics_1.0.0.tar.gz(r-4.6-any)
CausalLoopAnalytics_1.0.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
CausalLoopAnalytics/json (API)

# Install 'CausalLoopAnalytics' in R:
install.packages('CausalLoopAnalytics', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/vinodhpmd/causalloopanalytics/issues

On CRAN:

Conda:

1.70 score 21 exports 0 dependencies

Last updated from:5105408630. Checks:6 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develOK166
source / vignettesOK165
linux-releaseOK112
windows-develOK67
windows-releaseOK110
wasm-releaseOK94

Exports:add_linkadd_variablecausal_matrixclassify_loopscompare_cldcreate_cldfind_feedback_loopsgranger_edgesidentify_leverage_pointsinfer_causal_networkintervention_analysisloop_stabilityloop_strengthnetwork_summaryplot_cldplot_loopsprepare_dataremove_linkremove_variablesummary_causal_loopvalidate_cld

Dependencies: