An Optimized Positive-Unlabeled Learning Method for Detecting a Large Scale of Malware Variants.
Jixin ZhangMohammad Faham KhanXiaodong LinZheng QinPublished in: DSC (2019)
Keyphrases
- prior knowledge
- unsupervised learning
- computational cost
- learning scheme
- learning tasks
- experimental evaluation
- learning algorithm
- preprocessing
- neural nets
- cost function
- high precision
- detection method
- supervised learning
- support vector machine svm
- computational complexity
- objective function
- clustering method
- high accuracy
- data sets
- similarity measure
- online learning
- markov random field
- support vector machine
- reinforcement learning
- dynamic programming
- significant improvement
- learning process
- artificial neural networks