1 INTRODUCTION

2 PRELIMINARIES

3 ANOMALOUS NODE DETECTION (ANOS ND)

4 ANOS ND ON DYNAMIC GRAPHS

5 ANOMALOUS EDGE DETECTION (ANOS ED)

6 ANOS ED ON DYNAMIC GRAPHS

7 ANOMALOUS SUB-GRAPH DETECTION (ANOS SGD)

8 ANOMALOUS GRAPH DETECTION (ANOS GD)

9 ANOS GD ON DYNAMIC GRAPHS

10 PUBLISHED ALGORITHMS AND DATASETS

11 FUTURE DIRECTIONS

12 CONCLUSION