Package: lookout Type: Package Title: Leave One Out Kernel Density Estimates for Outlier Detection Version: 2.0.1.00 Authors@R: c( person("Sevvandi", "Kandanaarachchi", email = "sevvandik@gmail.com", role = c("aut", "cre"), comment = c(ORCID = "0000-0002-0337-0395")), person("Rob", "Hyndman", email = "rob.hyndman@monash.edu", role = c("aut"), comment = c(ORCID = "0000-0002-2140-5352")), person("Chris", "Fraley", role = "ctb", email = "fraley@u.washington.edu") ) Maintainer: Sevvandi Kandanaarachchi Description: Outlier detection using leave-one-out kernel density estimates and extreme value theory. The bandwidth for kernel density estimates is computed using persistent homology, a technique in topological data analysis. Using peak-over-threshold method, a generalized Pareto distribution is fitted to the log of leave-one-out kde values to identify outliers. License: GPL-3 Encoding: UTF-8 Roxygen: list(markdown = TRUE) RoxygenNote: 7.3.3 BugReports: https://github.com/sevvandi/lookout/issues Imports: evd, ggplot2, mlpack, RANN, robustbase, stats, tidyr Suggests: knitr, rmarkdown, testthat (>= 3.0.0) URL: https://sevvandi.github.io/lookout/, https://github.com/sevvandi/lookout Config/testthat/edition: 3 Config/pak/sysreqs: libicu-dev Repository: https://robjhyndman.r-universe.dev Date/Publication: 2026-03-26 00:48:54 UTC RemoteUrl: https://github.com/sevvandi/lookout RemoteRef: HEAD RemoteSha: caba04b4c2e847dab8441a77c7a5764359c791cb NeedsCompilation: no Packaged: 2026-07-02 07:55:17 UTC; root Author: Sevvandi Kandanaarachchi [aut, cre] (ORCID: ), Rob Hyndman [aut] (ORCID: ), Chris Fraley [ctb]