Anomaly detection principles and algorithms / Kishan G. Mehrotra, Chilukuri K. Mohan, HuaMing Huang.

1. Introduction
2. Anomaly Detection
3. Distance-based Anomaly Detection Approaches
4. Clustering-based Anomaly Detection Approaches
5. Model-based Anomaly Detection Approaches
6. Distance and Density Based Approaches
7. Rank Based Approaches
8. Ensemble Methods
9. Algorithms for Time Series Data
Datasets for Evaluation
Datasets for Time Series Experiments.