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ORKM (version 0.7.0.0)

The Online Regularized K-Means Clustering Algorithm

Description

Algorithm of online regularized k-means to deal with online multi(single) view data. The philosophy of the package is described in Guo G. (2020) .

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Version

Install

install.packages('ORKM')

Monthly Downloads

176

Version

0.7.0.0

License

MIT + file LICENSE

Maintainer

Guangbao Guo

Last Published

May 25th, 2023

Functions in ORKM (0.7.0.0)

cornell_content

The second view of Cornell data set.
labelcornell

True clustering labels for Cornell data set.
cornell_inbound

The third view of Cornell data set.
cora_view4

The fourth view of Cora data set.
seed

A single-view data set named Seeds.
movie_2

The second view of Movie data set.
cornell_cites

The first view of Cornell data set.
Wisconsin_cites

The first view of Wisconsin data set.
texas_content

The second view of Texas dataset.
labelTexas

True clustering labels for Texas data set.
labelWisconsin

True clustering labels for Wisconsin data set.
texas_inbound

The third view of Texas data set.
cornell_outbound

The fourth view of Cornell data set.
labelWashington

True clustering labels for Washington data set.
sobar

A single-view data set named Sobar.
texas_cites

The first view of Texas data set.
movie_1

The first view of Movie data set.
texas_outbound

The fourth view of Texas data set.
turelabel

Ture label of Movie data set.
QCM

The QCM data set with K=5.
RKMeans

Regularized K-means clustering algorithm for multi-view data
PKMeans

Power K-means clustering algorithm for single view data
ORKMeans

Online regularized K-means clustering algorithm for online multi-view data
DMC

Deep matrix clustering algorithm for multi-view data
KMeans

K-means clustering algorithm for multi/single view data
OMU

Online multiplicative update algorithm for online multi-view data clustering
OGD

Online gradient descent algorithm for online single-view data clustering
INDEX

Caculate the indication on the functions
Washington_cites

The third view of Washington data set.
Wisconsin_outbound

The fourth view of Wisconsin data set.
Washington_inbound

The third view of Washington data set.
Washington_content

The second view of Washington data set.
cora_view1

The first view of Cora data set.
cora_view2

The second view of Cora data set.
Wisconsin_content

The second view of Wisconsin data set.
Wisconsin_inbound

The third view of Wisconsin data set.
cora_view3

The third view of Cora data set.
Washington_outbound

The fourth view of Washington data set.