1 Introduction  
2 Brief Review to Anomaly Detection  
3 Trustworthy Anomaly Detection  
4 Interpretable Anomaly Detection  
5 Fair Anomaly Detection  
6 Robust Anomaly Detection  
7 Privacy-preserving Anomaly Detection  
8 Future Directions