Package: anomalous 0.0.4.2
anomalous: Anomaly Detection using the CAPA and PELT Algorithms
Implimentations of the univariate CAPA <doi:10.1002/sam.11586> and PELT <doi:10.1080/01621459.2012.737745> algotithms along with various cost functions for different distributions and models. The modular design, using R6 classes, favour ease of extension (for example user written cost functions) over the performance of other implimentations (e.g. <doi:10.32614/CRAN.package.changepoint>, <doi:10.32614/CRAN.package.anomaly>).
Authors:
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anomalous.pdf |anomalous.html✨
anomalous/json (API)
# Install 'anomalous' in R: |
install.packages('anomalous', repos = c('https://waternumbers.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/waternumbers/anomalous/issues
Pkgdown:https://waternumbers.github.io
- Lai2005fig4 - Normalized glioblastoma profile for an excerpt of chromosome 7, the EGFR locus.
- machinetemp - Machine temperature data.
- sim.data - Simulated data.
- wind - Ireland wind data, 1961-1978
- wind.loc - Ireland wind data, 1961-1978
Last updated 8 days agofrom:fd9c8daf67. Checks:OK: 9. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Dec 13 2024 |
R-4.5-win-x86_64 | OK | Dec 13 2024 |
R-4.5-linux-x86_64 | OK | Dec 13 2024 |
R-4.4-win-x86_64 | OK | Dec 13 2024 |
R-4.4-mac-x86_64 | OK | Dec 13 2024 |
R-4.4-mac-aarch64 | OK | Dec 13 2024 |
R-4.3-win-x86_64 | OK | Dec 13 2024 |
R-4.3-mac-x86_64 | OK | Dec 13 2024 |
R-4.3-mac-aarch64 | OK | Dec 13 2024 |
Exports:capacategoricalCostcollective_anomaliescropsgaussMeangaussMeanVargaussRegMeangaussRegMeanVargaussRegVargaussVarladCostlocalRegCostmultinomialCostparampartitionpeltpoint_anomaliespoisCostrankCost
Categorical Cost Calculations
Rendered fromcategorical.Rmd
usingknitr::knitr
on Dec 13 2024.Last update: 2024-09-09
Started: 2024-09-09
Creating Cost Functions
Rendered fromcreating_cost_functions.Rmd
usingknitr::knitr
on Dec 13 2024.Last update: 2024-12-13
Started: 2024-12-13
CROPS with anomalies
Rendered fromcrops.Rmd
usingknitr::knitr
on Dec 13 2024.Last update: 2023-10-17
Started: 2023-10-17
Quantile Cost Calculations
Rendered fromquantile.Rmd
usingknitr::knitr
on Dec 13 2024.Last update: 2023-12-20
Started: 2023-12-20
Regression Cost Calculations
Rendered fromregression_cost_calcs.Rmd
usingknitr::knitr
on Dec 13 2024.Last update: 2023-12-20
Started: 2023-12-20
Replicate Cost Calculations
Rendered fromreplicate_cost_calcs.Rmd
usingknitr::knitr
on Dec 13 2024.Last update: 2023-12-20
Started: 2023-12-20
Univariate Gaussian Cost Calculations
Rendered fromunivariate_gaussian.Rmd
usingknitr::knitr
on Dec 13 2024.Last update: 2024-09-09
Started: 2024-09-09
Univariate Poisson Cost Calculations
Rendered fromunivariate_poisson.Rmd
usingknitr::knitr
on Dec 13 2024.Last update: 2024-09-09
Started: 2024-09-09
Using anomalous
Rendered fromanomalous.Rmd
usingknitr::knitr
on Dec 13 2024.Last update: 2024-12-13
Started: 2023-06-06