Active Learning for Alert Triage.
Justin E. DoakJoe IngramJeffery ShelburgJoshua JohnsonBrandon RohrerPublished in: ICMLA (2) (2013)
Keyphrases
- active learning
- selective sampling
- text analysis
- learning algorithm
- online learning
- random sampling
- learning strategies
- semi supervised
- pool based active learning
- labeled data
- machine learning
- unlabeled data
- training examples
- active learning strategies
- supervised learning
- data mining
- batch mode active learning
- cost sensitive
- batch mode
- class imbalance
- sample complexity
- generalization error
- annotation effort
- sample selection
- information retrieval
- experimental design
- case study
- information seeking
- incremental learning
- training data
- semi supervised learning
- training set
- learning process