1 Introduction  

I. Anomaly Detection in Static Graphs  

3 Anomaly Detection in Dynamic Graphs  

4 Graph-based Anomaly Description: Interpretation and Sense-Making  

5 Graph-based Anomaly Detection in Real-world Applications  

6 Conclusions and Open Challenges  