Package: sGMRFmix 0.3.0
sGMRFmix: Sparse Gaussian Markov Random Field Mixtures for Anomaly Detection
An implementation of sparse Gaussian Markov random field mixtures presented by Ide et al. (2016) <doi:10.1109/ICDM.2016.0119>. It provides a novel anomaly detection method for multivariate noisy sensor data. It can automatically handle multiple operational modes. And it can also compute variable-wise anomaly scores.
Authors:
sGMRFmix_0.3.0.tar.gz
sGMRFmix_0.3.0.zip(r-4.5)sGMRFmix_0.3.0.zip(r-4.4)sGMRFmix_0.3.0.zip(r-4.3)
sGMRFmix_0.3.0.tgz(r-4.4-any)sGMRFmix_0.3.0.tgz(r-4.3-any)
sGMRFmix_0.3.0.tar.gz(r-4.5-noble)sGMRFmix_0.3.0.tar.gz(r-4.4-noble)
sGMRFmix_0.3.0.tgz(r-4.4-emscripten)sGMRFmix_0.3.0.tgz(r-4.3-emscripten)
sGMRFmix.pdf |sGMRFmix.html✨
sGMRFmix/json (API)
NEWS
| # Install 'sGMRFmix' in R: |
| install.packages('sGMRFmix', repos = c('https://hoxo-m.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 7 years agofrom:4bf36707cf. Checks:OK: 7. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Nov 20 2024 |
| R-4.5-win | OK | Nov 20 2024 |
| R-4.5-linux | OK | Nov 20 2024 |
| R-4.4-win | OK | Nov 20 2024 |
| R-4.4-mac | OK | Nov 20 2024 |
| R-4.3-win | OK | Nov 20 2024 |
| R-4.3-mac | OK | Nov 20 2024 |
Exports:compute_anomaly_scoregenerate_test_datagenerate_test_labelsgenerate_train_dataplot_multivariate_datasGMRFmix
Dependencies:clicolorspacecpp11dplyrfansifarvergenericsggplot2glassogluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellmvtnormnlmepillarpkgconfigpurrrR6RColorBrewerrlangscalesstringistringrtibbletidyrtidyselectutf8vctrsviridisLitewithrzoo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Compute anomaly scores | compute_anomaly_score |
| Generate test data | generate_test_data |
| Generate test labels | generate_test_labels |
| Generate train data | generate_train_data |
| Plot multivariate data | plot_multivariate_data |
| Sparse Gaussian Markov Random Field Mixtures | sGMRFmix |
