Fig. 1

Illustration of the data sets, the novelty detection task and possible errors. All networks in the reference set are composed of two communities, while the test set also contains networks with one community. The novelty detection method identifies most of the novelties (in red) correctly, but also falsely declares a reference network as a novelty