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Kmedians
View on CRAN: Click
here
Download and install Kmedians package within the R console
Install from CRAN:
install.packages("Kmedians")
Install from Github:
library("remotes")
install_github("cran/Kmedians")
Install by package version:
library("remotes")
install_version("Kmedians", "2.2.0")
Attach the package and use:
library("Kmedians")
Maintained by
Antoine Godichon-Baggioni
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-09-06
Latest Update: 2023-12-18
Description:
Online, Semi-online, and Offline K-medians algorithms are
given. For both methods, the algorithms can be initialized
randomly or with the help of a robust hierarchical
clustering. The number of clusters can be selected with the
help of a penalized criterion. We provide functions to provide
robust clustering. Function gen_K() enables to generate a sample
of data following a contaminated Gaussian mixture.
Functions Kmedians() and Kmeans() consists in a K-median and a
K-means algorithms while Kplot() enables to produce graph for both
methods.
Cardot, H., Cenac, P. and Zitt, P-A. (2013). "Efficient and fast estimation of the geometric median in Hilbert spaces with an averaged stochastic gradient algorithm". Bernoulli, 19, 18-43. .
Cardot, H. and Godichon-Baggioni, A. (2017). "Fast Estimation of the Median Covariation Matrix with Application to Online Robust Principal Components Analysis". Test, 26(3), 461-480 .
Godichon-Baggioni, A. and Surendran, S. "A penalized criterion for selecting the number of clusters for K-medians"
Vardi, Y. and Zhang, C.-H. (2000). "The multivariate L1-median and associated data depth". Proc. Natl. Acad. Sci. USA, 97(4):1423-1426. .
How to cite:
Antoine Godichon-Baggioni (2022). Kmedians: K-Medians. R package version 2.2.0, https://cran.r-project.org/web/packages/Kmedians. Accessed 22 Dec. 2024.
Previous versions and publish date:
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Other R packages that Kmedians depends,
imports, suggests or enhances
Complete documentation for Kmedians
Functions, R codes and Examples using
the Kmedians R package
Some associated functions: Kmeans . Kmedians-package . Kmedians . Kplot . gen_K .
Some associated R codes: Final.R . Full Kmedians package functions and examples
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