Other packages > Find by keyword >

RobPC  

Robust Panel Clustering Algorithm
View on CRAN: Click here


Download and install RobPC package within the R console
Install from CRAN:
install.packages("RobPC")

Install from Github:
library("remotes")
install_github("cran/RobPC")

Install by package version:
library("remotes")
install_version("RobPC", "1.4")



Attach the package and use:
library("RobPC")
Maintained by
Hasan Bulut
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2025-02-20
Latest Update: 2025-02-20
Description:
Performs both classical and robust panel clustering by applying Principal Component Analysis (PCA) for dimensionality reduction and clustering via standard K-Means or Trimmed K-Means. The method is designed to ensure stable and reliable clustering, even in the presence of outliers. Suitable for analyzing panel data in domains such as economic research, financial time-series, healthcare analytics, and social sciences. The package allows users to choose between classical K-Means for standard clustering and Trimmed K-Means for robust clustering, making it a flexible tool for various applications. For this package, we have benefited from the studies Rencher (2003), Wang and Lu (2021) <doi:10.25236/AJBM.2021.031018>, Cuesta-Albertos et al. (1997) <https://www.jstor.org/stable/2242558?seq=1>.
How to cite:
Hasan Bulut (2025). RobPC: Robust Panel Clustering Algorithm. R package version 1.4, https://cran.r-project.org/web/packages/RobPC. Accessed 24 Mar. 2025.
Previous versions and publish date:
No previous versions
Other packages that cited RobPC R package
View RobPC citation profile
Other R packages that RobPC depends, imports, suggests or enhances
Complete documentation for RobPC
Functions, R codes and Examples using the RobPC R package
Full RobPC package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
bcROCsurface  
Bias-Corrected Methods for Estimating the ROC Surface of Continuous Diagnostic Tests
The bias-corrected estimation methods for the receiver operating characteristics ROC surface and th ...
Download / Learn more Package Citations See dependency  
sanitizers  
C/C++ Source Code to Trigger Address and Undefined Behaviour Sanitizers
Recent gcc and clang compiler versions provide functionality to test for memory violations and othe ...
Download / Learn more Package Citations See dependency  
SubgrPlots  
Graphical Displays for Subgroup Analysis in Clinical Trials
Provides functions for obtaining a variety of graphical displays that may be useful in the subgroup ...
Download / Learn more Package Citations See dependency  
slider  
Sliding Window Functions
Provides type-stable rolling window functions over any R data type. Cumulative and expanding windows ...
Download / Learn more Package Citations See dependency  

23,842

R Packages

207,311

Dependencies

64,420

Author Associations

23,781

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA