Anomaly Detection Principles and Algorithms

Part I. Principles

1. Introduction
Kishan G. Mehrotra, Chilukuri K. Mohan, HuaMing Huang

2. Anomaly Detection
Kishan G. Mehrotra, Chilukuri K. Mohan, HuaMing Huang

3. Distance-Based Anomaly Detection Approaches
Kishan G. Mehrotra, Chilukuri K. Mohan, HuaMing Huang

4. Clustering-Based Anomaly Detection Approaches
Kishan G. Mehrotra, Chilukuri K. Mohan, HuaMing Huang

5. Model-Based Anomaly Detection Approaches
Kishan G. Mehrotra, Chilukuri K. Mohan, HuaMing Huang

Part II. Algorithms

6. Distance and Density Based Approaches
Kishan G. Mehrotra, Chilukuri K. Mohan, HuaMing Huang

7. Rank Based Approaches
Kishan G. Mehrotra, Chilukuri K. Mohan, HuaMing Huang

8. Ensemble Methods
Kishan G. Mehrotra, Chilukuri K. Mohan, HuaMing Huang

9. Algorithms for Time Series Data
Kishan G. Mehrotra, Chilukuri K. Mohan, HuaMing Huang

Keywords: Computer Science, Data Mining and Knowledge Discovery, Pattern Recognition, Security