Probabilistic and Possibilistic Cluster Analysis
Overview
Partitioning clustering divides the objects in a data set into non-overlapping subsets or clusters by using the prototype-based probabilistic and possibilistic clustering algorithms. This package covers a set of the functions for Fuzzy C-Means (Bezdek, 1974) doi:10.1080/01969727308546047, Possibilistic C-Means (Krishnapuram & Keller, 1993) doi:10.1109/91.227387, Possibilistic Fuzzy C-Means (Pal et al, 2005) doi:10.1109/TFUZZ.2004.840099, Possibilistic Clustering Algorithm (Yang et al, 2006) doi:10.1016/j.patcog.2005.07.005, Possibilistic C-Means with Repulsion (Wachs et al, 2006) doi:10.1007/3-540-31662-0_6 and the other variants of hard and soft clustering algorithms. The cluster prototypes and membership matrices required by these partitioning algorithms are initialized with different initialization techniques that are available in the package 'inaparc'. As the distance metrics, not only the Euclidean distance but also a set of the commonly used distance metrics are available to use with some of the algorithms in the package.
Install
Health
NOTECRAN incoming feasibilityr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc
Maintainer: ‘Zeynel Cebeci <zcebeci@cukurova.edu.tr>’ Package CITATION file contains call(s) to old-style citEntry(). Please use bibentry() instead.
- NOTE11 OK, 2 NOTE2026-06-09
- ERROR11 OK, 1 NOTE, 1 ERROR2026-06-08
- NOTE9 OK, 5 NOTE2026-03-10
Documentation
- Help pages
- 26includes a package overview page
- Examples that run
- 84%21 run in a plain check · 4 never run
- Exported functions with examples
- 100%
- Documented parameters
- not tracked
- Return-value docs
- not tracked
- Help pages citing references
- 77%
Downloads
Dependencies
Installing ppclust adds 4 packages (2 with compiled code, 2.1 MB of source tarballs). Heaviest: Rcpp 1.8 MB, lhs 238 KB, inaparc 30 KB.
Code & Tests
Datasets
People & History
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- 1.1.0.1Latest
- 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
- 1.1.02020-02-09 · diff ↗
- 0.1.32019-07-23 · diff ↗
- RR 3.6.0 released · 2019-04-26
- 0.1.22019-01-19 · diff ↗
- RR 3.5.0 released · 2018-04-23
- 0.1.12018-01-04 · diff ↗
- 0.1.02017-11-29
- RR 3.4.0 released · 2017-04-21
Package metadata
- First published
- 2017-11-29
- Total releases
- 6 / 9 yrs
- License
- GPL (>= 2) OSI
- Minimum R
- ≥ 3.3.0
- Bundled data
- 0.4 KB / 3 files
- Download size
- 3.7 MB
Cite
Cite this package
Run in R for the authors' entry:
citation("ppclust")The package provides a citation file, so citation() returns the authors' own entry.
It points to 10.17700/jai.2019.10.2.537.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-25, which the citation names so these numbers can be found later. More on citing and the projects behind them.