Plot a Receiver Operating Curve to show model fit in terms of link prediction.
vblpcmroc(v.params, NUM=100)
Arguments
v.params: The fitted values; output from vblpcmfit()
NUM: The number of intervals on the roc curve
Details
A threshold is varied between zero and one. At each point the probability of a link between all pairs of nodes is calculated on the v.params argument containing a fitted vblpcm object. If greater than the threshold the link is "predicted" present, else it is "predicted" absent. A plot of the proportion of true and false positives for each threshold value is thus obtained.
Returns
The Area Under the Curve (AUC). The closer to 1 the better the fit.