Achieving privacy-preserving cross-silo anomaly detection using federated XGBoost.

Mengwei Yang Shuqi Liu Jie Xu Guozhen Tan Congduan Li Linqi Song

Published in: J. Frankl. Inst. (2023)

Keyphrases

privacy preserving
anomaly detection
privacy preserving data mining
intrusion detection
privacy preservation
detecting anomalies
vertically partitioned data
network intrusion detection
anomalous behavior

detect anomalies
network traffic
data privacy
privacy sensitive
intrusion detection system
sensitive information
one class support vector machines
privacy concerns
network anomaly detection

private information
multi party
negative selection algorithm
sensitive data
scalar product
horizontally partitioned data
differential privacy
privacy protection

data sources
information systems
social networks
data mining
pattern recognition
feature selection
machine learning
databases