COSNet: Cost Sensitive Network for node label prediction on graphs with highly unbalanced labelings

Package that implements the COSNet classification algorithm. The algorithm predicts node labels in partially labeled graphs where few positives are available for the class being predicted.

Author
Marco Frasca and Giorgio Valentini -- Universita' degli Studi di Milano
Date of publication
None
Maintainer
Marco Frasca<frasca@di.unimi.it>
License
GPL (>= 2)
Version
1.8.0
URLs

View on Bioconductor

Man pages

COSNet
Cost Sensitive Network for node label prediction on graphs...
cosnet.cross.validation
Cross validation procedure for the COSNet algorithm
COSNet-package
R package for binary classification and node ranking on...
find.division.not.strat
Random partitioning of input data
find.division.strat
Compute a stratified random partition of the input data
generate_labels
Generate random labels
generate_points
Compute the points to be separated in Step 2 of COSNet...
optimizep
Optimizing algorithm parameters
optimize_pos_above
Alternative algortihm for optimizing parameters
reg_data
Function to compute the regularized version of COSNet (Frasca...
runSubnet
Realizing the network dynamics.

Files in this package

COSNet/DESCRIPTION
COSNet/NAMESPACE
COSNet/NEWS
COSNet/R
COSNet/R/COSNet.R
COSNet/R/cosnet.cross.validation.R
COSNet/R/find.division.not.strat.R
COSNet/R/find.division.strat.R
COSNet/R/generate_labels.R
COSNet/R/generate_points.R
COSNet/R/optimize_pos_above.R
COSNet/R/optimizep.R
COSNet/R/reg_data.R
COSNet/R/runSubnet.R
COSNet/build
COSNet/build/vignette.rds
COSNet/inst
COSNet/inst/doc
COSNet/inst/doc/COSNet_v.R
COSNet/inst/doc/COSNet_v.Rnw
COSNet/inst/doc/COSNet_v.pdf
COSNet/inst/unitTests
COSNet/inst/unitTests/test_COSNet.R
COSNet/inst/unitTests/test_cosnet.cross.validation.R
COSNet/inst/unitTests/test_find.division.not.strat.R
COSNet/inst/unitTests/test_find.division.strat.R
COSNet/inst/unitTests/test_generate_labels.R
COSNet/inst/unitTests/test_optimize_pos_above.R
COSNet/inst/unitTests/test_optimizep.R
COSNet/inst/unitTests/test_reg_data.R
COSNet/inst/unitTests/test_runSubnet.R
COSNet/man
COSNet/man/COSNet-package.Rd
COSNet/man/COSNet.Rd
COSNet/man/cosnet.cross.validation.Rd
COSNet/man/find.division.not.strat.Rd
COSNet/man/find.division.strat.Rd
COSNet/man/generate_labels.Rd
COSNet/man/generate_points.Rd
COSNet/man/optimize_pos_above.Rd
COSNet/man/optimizep.Rd
COSNet/man/reg_data.Rd
COSNet/man/runSubnet.Rd
COSNet/src
COSNet/src/COSNet.c
COSNet/tests
COSNet/tests/runTests.R
COSNet/vignettes
COSNet/vignettes/COSNet_v.Rnw