Fast Clustering Using Adaptive Density Peak Detection
Overview
An implementation of ADPclust clustering procedures (Fast Clustering Using Adaptive Density Peak Detection). The work is built and improved upon the idea of Rodriguez and Laio (2014)DOI:10.1126/science.1242072. ADPclust clusters data by finding density peaks in a density-distance plot generated from local multivariate Gaussian density estimation. It includes an automatic centroids selection and parameter optimization algorithm, which finds the number of clusters and cluster centroids by comparing average silhouettes on a grid of testing clustering results; It also includes a user interactive algorithm that allows the user to manually selects cluster centroids from a two dimensional "density-distance plot". Here is the research article associated with this package: "Wang, Xiao-Feng, and Yifan Xu (2015)DOI:10.1177/0962280215609948 Fast clustering using adaptive density peak detection." Statistical methods in medical research". url: http://smm.sagepub.com/content/early/2015/10/15/0962280215609948.abstract.
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- Help pages
- 19
- Examples that run
- 100%3 run in a plain check
- Exported functions with examples
- 22%
- Documented parameters
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- Return-value docs
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- Help pages citing references
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Maintainer since 0.6.3 (2015)
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- RR 4.6.0 released · 2026-04-24
- archivedRemoved from CRAN2026-02-24issues were not corrected despite reminders
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- RR 4.0.0 released · 2020-04-24
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- RR 3.4.0 released · 2017-04-21
- 0.72016-10-15 · diff ↗ ·
added 6 exports
FindCentersAutoV, FindClustersAuto, FindClustersGivenCenters, FindClustersManual, FindDistm, FindFD - RR 3.3.0 released · 2016-05-03
- 0.6.52015-12-03 · diff ↗
- 0.6.32015-04-20
- RR 3.2.0 released · 2015-04-16
Package metadata
- First published
- 2015-04-20
- Total releases
- 3 / 11 yrs
- License
- GPL (>= 2) OSI
- Minimum R
- ≥ 3.0.0
- Bundled data
- 139 KB / 5 files
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