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Implementation of: S Bickel and T Scheffer: Multi-View Clustering, Proceedings of the Fourth IEEE International Conference on Data Mining, pages 19-26.
R
install.packages('mvc')
Note: The manual is available as PDF on CRAN.
git clone git://github.com/amaunz/mvc
cd mvc; git checkout development; cd -
R CMD check mvc
R CMD install mvc
Note: The check
command creates the manual as PDF under mvc.Rcheck/mvc-manual.pdf
.
Multi-View Clustering using Spherical k-Means:
library(mvc)
data(toyViews)
results=mvcsph(
view1=toyView1,
view2=toyView2,
nthresh=20,
k=4,
startView="view1"
)
print(results$finalIndices)
Multi-View Clustering using mixture of categoricals EM:
library(mvc)
data(toyViews)
results=mvcmb(
view1=toyView1,
view2=toyView2,
nthresh=20,
k=4,
startView="view1"
)
print(results$finalIndices)
In both cases, the first three and the last two instances should each form a cluster.
BSD
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