WENC: HTTPS Encrypted Traffic Classification Using Weighted Ensemble Learning and Markov Chain.
Wubin PanGuang ChengYongning TangPublished in: TrustCom/BigDataSE/ICESS (2017)
Keyphrases
- markov chain
- ensemble learning
- generalization ability
- ensemble classifier
- transition probabilities
- stationary distribution
- ensemble methods
- state space
- monte carlo
- classification accuracy
- weak learners
- random walk
- support vector machine svm
- concept drift
- pattern recognition
- support vector
- classification algorithm
- monte carlo method
- support vector machine
- image classification
- supervised learning
- svm classifier
- learning machines
- cross validation
- feature selection
- decision trees
- random forest
- machine learning
- training set
- feature vectors
- text classification
- transition matrix
- training process
- base classifiers
- machine learning methods
- class labels
- benchmark datasets
- training samples
- reinforcement learning
- feature extraction