Package: ORKM 1.0.0

ORKM: The Online Regularized K-Means Clustering Algorithm

Algorithm of online regularized k-means to deal with online multi(single) view data. The philosophy of the package is described in Guo G. (2024) <doi:10.1016/j.ins.2024.121133>.

Authors:Guangbao Guo [aut, cre], Miao Yu [aut], Haoyue Song [aut], Ruiling Niu [aut]

ORKM_1.0.0.tar.gz
ORKM_1.0.0.zip(r-4.7)ORKM_1.0.0.zip(r-4.6)ORKM_1.0.0.zip(r-4.5)
ORKM_1.0.0.tgz(r-4.6-any)ORKM_1.0.0.tgz(r-4.5-any)
ORKM_1.0.0.tar.gz(r-4.7-any)ORKM_1.0.0.tar.gz(r-4.6-any)
ORKM_1.0.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
ORKM/json (API)

# Install 'ORKM' in R:
install.packages('ORKM', repos = c('https://guangbaog.r-universe.dev', 'https://cloud.r-project.org'))
Datasets:

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.00 score 1 scripts 241 downloads 8 exports 3 dependencies

Last updated from:d2373700b9. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK157
source / vignettesOK165
linux-release-x86_64OK142
macos-release-arm64OK99
macos-oldrel-arm64OK91
windows-develOK120
windows-releaseOK108
windows-oldrelOK108
wasm-releaseOK128

Exports:DMCINDEXKMeansOGDOMUORKMeansPKMeansRKMeans

Dependencies:latticeMASSMatrix

Readme and manuals

Help Manual

Help pageTopics
The Online Regularized K-Means Clustering AlgorithmORKM-package ORKM
The first view of Cora data set.cora_view1
The second view of Cora data set.cora_view2
The third view of Cora data set.cora_view3
The fourth view of Cora data set.cora_view4
The first view of Cornell data set.cornell_cites
The second view of Cornell data set.cornell_content
The third view of Cornell data set.cornell_inbound
The fourth view of Cornell data set.cornell_outbound
Deep matrix clustering algorithm for multi-view dataDMC
Caculate the indication on the functionsINDEX
K-means clustering algorithm for multi/single view dataKMeans
True clustering labels for Cora data set.labelcora
True clustering labels for Cornell data set.labelcornell
True clustering labels for Texas data set.labelTexas
True clustering labels for Washington data set.labelWashington
True clustering labels for Wisconsin data set.labelWisconsin
The first view of Movie data set.movie_1
The second view of Movie data set.movie_2
Online gradient descent algorithm for online single-view data clusteringOGD
Online multiplicative update algorithm for online multi-view data clusteringOMU
Online regularized K-means clustering algorithm for online multi-view dataORKMeans
Power K-means clustering algorithm for single view dataPKMeans
The QCM data set with K=5.QCM
Regularized K-means clustering algorithm for multi-view dataRKMeans
A single-view data set named Seeds.seed
A single-view data set named Sobar.sobar
The first view of Texas data set.texas_cites
The second view of Texas dataset.texas_content
The third view of Texas data set.texas_inbound
The fourth view of Texas data set.texas_outbound
Ture label of Movie data set.turelabel
The third view of Washington data set.Washington_cites
The second view of Washington data set.Washington_content
The third view of Washington data set.Washington_inbound
The fourth view of Washington data set.Washington_outbound
The first view of Wisconsin data set.Wisconsin_cites
The second view of Wisconsin data set.Wisconsin_content
The third view of Wisconsin data set.Wisconsin_inbound
The fourth view of Wisconsin data set.Wisconsin_outbound