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


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Documentation for package ‘COSNet’ version 1.32.0

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COSNet-package R package for binary classification and node ranking on partially labeled graphs with unbalanced labels.
COSNet Cost Sensitive Network for node label prediction on graphs with highly unbalanced labelings
cosnet.cross.validation Cross validation procedure for the COSNet algorithm
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 algorithm (Frasca et al. 2013)
optimizep Optimizing algorithm parameters
optimize_pos_above Alternative algortihm for optimizing parameters
reg_data Function to compute the regularized version of COSNet (Frasca et al. 2013)
runSubnet Realizing the network dynamics.