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Leave One Out Kernel Density Estimates for Outlier Detection

v2.0.0 · Jan 18, 2026 · GPL-3

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.

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OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

Reverse Dependencies (2)

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Dependency Network

Dependencies Reverse dependencies evd ggplot2 RANN robustbase TDAstats tidyr oddnet weird lookout

Version History

new 2.0.0 Mar 9, 2026