Flow based botnet detection through semi-supervised active learning.
Zhicong QiuDavid J. MillerGeorge KesidisPublished in: ICASSP (2017)
Keyphrases
- semi supervised
- active learning
- semi supervised learning
- labeled data
- unlabeled data
- supervised learning
- detection algorithm
- automatic detection
- multi view
- object detection
- detection method
- unsupervised learning
- false alarms
- detection accuracy
- random sampling
- labeled examples
- detection rate
- pairwise
- learning strategies
- training examples
- co training
- semi supervised clustering
- flow patterns
- pool based active learning
- network traffic
- incremental learning
- peer to peer
- false positives
- anomaly detection
- relevance feedback
- prior knowledge
- machine learning
- pairwise constraints
- labeled and unlabeled data