fcd: Fused Community Detection

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Efficient procedures for community detection in network studies, especially for sparse networks with not very obvious community structure. The algorithms impose penalties on the differences of the coordinates which represent the community labels of the nodes.

Author
Yang Feng, Richard J. Samworth and Yi Yu
Date of publication
2013-12-15 17:52:32
Maintainer
Yi Yu <y.yu@statslab.cam.ac.uk>
License
GPL (>= 2.0)
Version
0.1

View on CRAN

Man pages

fcd
Fused community detection.
fcd.cluster
Clustering the estimators along the path.
fcd.criteria
The criterion values based along the path.
fcd.trans
The graph based penalty transformation matrix
generate
generate adjacency matrix of stochastic blockmodel,...
get.cluster
Final estimators of the community labels
isolate
Isolated nodes collection
laplacian
Laplacian matrix
mis.cluster
Mis-clustered nodes for balanced designed network.
spectral.clustering
Spectral clustering and its variant.

Files in this package

fcd
fcd/NAMESPACE
fcd/R
fcd/R/fcd.trans.R
fcd/R/isolate.R
fcd/R/gen.cr.R
fcd/R/gen.dcbm.R
fcd/R/laplacian.R
fcd/R/fcd.start.R
fcd/R/gen.sbm.R
fcd/R/fcd.R
fcd/R/single.cut.R
fcd/R/mis.cluster.R
fcd/R/get.cluster.R
fcd/R/Reciprocal.R
fcd/R/spectral.clustering.R
fcd/R/fcd.cluster.R
fcd/R/fcd.criteria.R
fcd/MD5
fcd/DESCRIPTION
fcd/man
fcd/man/mis.cluster.Rd
fcd/man/fcd.trans.Rd
fcd/man/isolate.Rd
fcd/man/fcd.criteria.Rd
fcd/man/spectral.clustering.Rd
fcd/man/laplacian.Rd
fcd/man/generate.Rd
fcd/man/fcd.Rd
fcd/man/fcd.cluster.Rd
fcd/man/get.cluster.Rd