Package: patterncausality 0.1.3
patterncausality: Pattern Causality Algorithm
The model proposes a robust methodology for detecting and reconstructing the hidden structure of dynamic complex systems through short-term forecasts and information embedded in reconstructed state spaces. The approach not only identifies critical components and causal interactions within these systems but also provides a practical tool for optimizing system performance and stability.
Authors:
patterncausality_0.1.3.tar.gz
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patterncausality.pdf |patterncausality.html✨
patterncausality/json (API)
# Install 'patterncausality' in R: |
install.packages('patterncausality', repos = c('https://skstavroglou.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/skstavroglou/pattern_causality/issues
- AUCO - A data from Illapel
- DJS - Dow Jones stock price
- climate_indices - Climate index
Last updated 7 days agofrom:1946a905db. Checks:OK: 1 NOTE: 6. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Oct 30 2024 |
R-4.5-win | NOTE | Oct 30 2024 |
R-4.5-linux | NOTE | Oct 30 2024 |
R-4.4-win | NOTE | Oct 30 2024 |
R-4.4-mac | NOTE | Oct 30 2024 |
R-4.3-win | NOTE | Oct 30 2024 |
R-4.3-mac | NOTE | Oct 30 2024 |
Exports:convertSignatureToValueconvertSignatureToValueOutOfSampledataBankdistanceMatrixdistanceVectorfillPCMatrixfirstCausalityPointfirstCausalityPointCHECKmetricDistancenatureOfCausalityoptimalParametersSearchpastNNsInfopastNNsInfo_LitepatternHashingpatternSpacepcAccuracypcCrossValidationpcEffectpcFullDetailspcLightweightpcMatrixplotCVplotEffectplotMatrixplotStatepredictionYprojectedNNsInfoprojectedNNsInfo_LitesignatureSpacestateSpace
Introduction to patterncausality
Rendered frompatterncausality.Rmd
usingknitr::rmarkdown
on Oct 30 2024.Last update: 2024-08-24
Started: 2024-08-02
Pattern Causality between two series
Rendered fromseries.Rmd
usingknitr::rmarkdown
on Oct 30 2024.Last update: 2024-09-24
Started: 2024-08-24
Pattern Causality in a large dataset
Rendered frommatrix.Rmd
usingknitr::rmarkdown
on Oct 30 2024.Last update: 2024-08-25
Started: 2024-08-24