LSTD-MTS: Anomaly Detection with Capturing Long-Term Spatio-Temporal Dependence for Multi-dimensional Time Series.
Haoyang ZengNingjiang ChenTao DengPublished in: Internetware (2024)
Keyphrases
- anomaly detection
- multi dimensional time series
- reinforcement learning
- temporal difference
- least squares
- policy evaluation
- policy iteration
- anomalous behavior
- function approximation
- intrusion detection
- detecting anomalies
- evaluation function
- network intrusion detection
- telemetry data
- model free
- moving objects
- network traffic
- markov decision processes
- image sequences
- unsupervised learning
- monte carlo
- state space
- detect anomalies
- reinforcement learning algorithms
- action selection
- network security
- one class support vector machines
- network anomaly detection
- negative selection algorithm
- decision making
- evolutionary algorithm
- semi parametric
- variance reduction
- dynamic programming
- machine learning
- optimal policy