Package: TDApplied 3.0.4
TDApplied: Machine Learning and Inference for Topological Data Analysis
Topological data analysis is a powerful tool for finding non-linear global structure in whole datasets. The main tool of topological data analysis is persistent homology, which computes a topological shape descriptor of a dataset called a persistence diagram. 'TDApplied' provides useful and efficient methods for analyzing groups of persistence diagrams with machine learning and statistical inference, and these functions can also interface with other data science packages to form flexible and integrated topological data analysis pipelines.
Authors:
TDApplied_3.0.4.tar.gz
TDApplied_3.0.4.tar.gz(r-4.5-noble)TDApplied_3.0.4.tar.gz(r-4.4-noble)
TDApplied_3.0.4.tgz(r-4.4-emscripten)TDApplied_3.0.4.tgz(r-4.3-emscripten)
TDApplied.pdf |TDApplied.html✨
TDApplied/json (API)
NEWS
# Install 'TDApplied' in R: |
install.packages('TDApplied', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/shaelebrown/tdapplied/issues
Last updated 2 days agofrom:c4f23bda4d. Checks:OK: 2. Indexed: no.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Oct 30 2024 |
R-4.5-linux-x86_64 | OK | Oct 30 2024 |
Exports:bootstrap_persistence_thresholdsdiagram_distancediagram_kerneldiagram_kkmeansdiagram_kpcadiagram_ksvmdiagram_mdsdiagram_to_dfdistance_matrixenclosing_radiusgram_matriximport_ripserindependence_testpermutation_model_inferencepermutation_testplot_diagramplot_vr_graphpredict_diagram_kkmeanspredict_diagram_kpcapredict_diagram_ksvmPyHuniversal_nullvr_graphs
Dependencies:clueclustercodetoolsdoParallelforeachiteratorskernlabparallellyRcppRcppArmadillordist
Benchmarking and Speedups
Rendered fromSpeed.Rmd
usingknitr::rmarkdown
on Oct 30 2024.Last update: 2024-01-22
Started: 2023-12-08
Comparing Distance Calculations
Rendered fromcomparing_calcs.Rmd
usingknitr::rmarkdown
on Oct 30 2024.Last update: 2023-12-08
Started: 2023-12-08
Human Connectome Project Analysis
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usingknitr::rmarkdown
on Oct 30 2024.Last update: 2024-01-22
Started: 2023-12-08
Personalized Analyses with TDApplied
Rendered frompersonalized_analyses.Rmd
usingknitr::rmarkdown
on Oct 30 2024.Last update: 2023-12-08
Started: 2023-12-08
TDApplied Theory and Practice
Rendered fromML_and_Inference.Rmd
usingknitr::rmarkdown
on Oct 30 2024.Last update: 2024-10-29
Started: 2022-08-15