lookout

Leave One Out Kernel Density Estimates for Outlier Detection

CRAN Package

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.

  • Version0.1.4
  • R versionunknown
  • LicenseGPL-3
  • Needs compilation?No
  • Last release10/14/2022

Documentation


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Insights

Last 30 days

This package has been downloaded 215 times in the last 30 days. More than a random curiosity, but not quite a blockbuster. Still, it's gaining traction! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 6 times.

Sun
Mon
Tue
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Thu
Fri
Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
0 downloadsMar 4, 2025
11 downloadsMar 5, 2025
6 downloadsMar 6, 2025
5 downloadsMar 7, 2025
8 downloadsMar 8, 2025
1 downloadsMar 9, 2025
5 downloadsMar 10, 2025
7 downloadsMar 11, 2025
17 downloadsMar 12, 2025
11 downloadsMar 13, 2025
2 downloadsMar 14, 2025
10 downloadsMar 15, 2025
2 downloadsMar 16, 2025
1 downloadsMar 17, 2025
11 downloadsMar 18, 2025
8 downloadsMar 19, 2025
13 downloadsMar 20, 2025
8 downloadsMar 21, 2025
8 downloadsMar 22, 2025
5 downloadsMar 23, 2025
10 downloadsMar 24, 2025
5 downloadsMar 25, 2025
3 downloadsMar 26, 2025
4 downloadsMar 27, 2025
19 downloadsMar 28, 2025
2 downloadsMar 29, 2025
9 downloadsMar 30, 2025
1 downloadsMar 31, 2025
12 downloadsApr 1, 2025
5 downloadsApr 2, 2025
6 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
1
19

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 3,358 times in the last 365 days. Consider this 'mid-tier influencer' status—if it were a TikTok, it would get a nod from nieces and nephews. The day with the most downloads was Sep 11, 2024 with 37 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


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Dependencies

  • Imports5 packages
  • Suggests2 packages
  • Reverse Imports1 package