Ensemble Learning-based Traffic Classification with Small-Scale Datasets for Wireless Networks.
Xiaorong WangWenting WeiXiaoshan YuDanyang ZhengNeeraj KumaLei LiuPublished in: INFOCOM (Workshops) (2024)
Keyphrases
- wireless networks
- small scale
- ensemble learning
- generalization ability
- wireless communication
- ensemble classifier
- weak learners
- benchmark datasets
- ensemble methods
- ad hoc networks
- pattern recognition
- medium access control
- machine learning methods
- cellular networks
- decision trees
- network coding
- classification accuracy
- support vector machine svm
- feature vectors
- feature selection
- support vector
- base classifiers
- feature space
- network traffic
- classification algorithm
- machine learning
- wireless mesh networks
- cross layer
- neural network
- random forest
- artificial neural networks
- training set
- pairwise
- svm classifier
- class labels
- active learning
- text classification
- image classification
- supervised learning
- semi supervised
- multi class
- support vector machine