Deep Learning or Classical Machine Learning? An Empirical Study on Log-Based Anomaly Detection.
Boxi YuJiayi YaoQiuai FuZhiqing ZhongHaotian XieYaoliang WuYuchi MaPinjia HePublished in: ICSE (2024)
Keyphrases
- anomaly detection
- deep learning
- machine learning
- unsupervised learning
- intrusion detection
- anomalous behavior
- intrusion detection system
- detecting anomalies
- network anomaly detection
- network traffic
- weakly supervised
- network intrusion detection
- one class support vector machines
- detect anomalies
- supervised learning
- mental models
- data analysis
- expectation maximization
- model selection
- deep belief networks
- negative selection algorithm
- reinforcement learning
- data mining
- pattern recognition
- object recognition
- maximum likelihood
- knn