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

Fraud Detection: 

• Kaggle Credit Card Dataset

https://www.kaggle.com/mlg-ulb/creditcardfraud

Network Intrusion: 

• The UNSW-NB15 Dataset

https://www.unsw.adfa.edu.au/unsw-canberra-cyber/cybersecurity/ADFA-NB15-Datasets/

• KDD Cup 1999 Data

http://kdd.ics.uci.edu/databases/kddcup99/kddcup99.html

Wireless Security:

• AWID

http://icsdweb.aegean.gr/awid/index.html

Disease Detection:

• Breast Caner Dataset

https://www.bcsc-research.org/data/rfdataset

Malicious URLs Detection:

• ICML09 Data, Ma et al.

http://www.sysnet.ucsd.edu/projects/url/

Video Surveillance

• Anomalous Behavior Data Set

http://vision.eecs.yorku.ca/research/anomalous-behaviour-data/

• UCSD Anomaly Detection Dataset

http://www.svcl.ucsd.edu/projects/anomaly/dataset.htm

• Avenue Dataset for Abnormal Event Detection

http://www.cse.cuhk.edu.hk/leojia/projects/detectabnormal/dataset.html

Other Interesting Application Domains:

• KDD Cup 2014 - Predicting Excitement

https://www.kaggle.com/c/kdd-cup-2014-predicting-excitement-at-donors-choose