Anomaly Detection Evaluation: Real-world Data Sets with Real Anomalies

Fraud Detection:

  • Kaggle Credit Card Dataset

Network Intrusion:

  • The UNSW-NB15 Dataset

  • KDD Cup 1999 Data

Wireless Security:

  • AWID

Disease Detection:

  • Breast Caner Dataset

Malicious URLs Detection:

  • ICML09 Data, Ma et al.

Video Surveillance

  • Anomalous Behavior Data Set

  • UCSD Anomaly Detection Dataset

  • Avenue Dataset for Abnormal Event Detection

Other Interesting Application Domains:

  • KDD Cup 2014 - Predicting Excitement