Detecting unknown computer worm activity via support vector machines and active learning.
Nir NissimRobert MoskovitchLior RokachYuval EloviciPublished in: Pattern Anal. Appl. (2012)
Keyphrases
- active learning
- support vector
- learning machines
- large margin classifiers
- training examples
- machine intelligence
- logistic regression
- version space
- random sampling
- learning strategies
- computer systems
- kernel function
- selective sampling
- activity patterns
- machine learning
- cross validation
- loss function
- semi supervised
- support vector machine
- experimental design
- pool based active learning
- computer viruses
- learning algorithm
- training set
- generalization ability
- radial basis function
- kernel methods
- transfer learning
- relevance feedback
- computer technology
- hyperplane
- semi supervised learning
- training data
- computer programming
- decision trees
- feature selection
- sample selection
- data sets
- active learning strategies
- supervised learning