An Optimized K-means Clustering for Improving Accuracy in Traffic Classification.
Shasha ZhaoYi XiaoYueqiang NingYuxiao ZhouDengying ZhangPublished in: Wirel. Pers. Commun. (2021)
Keyphrases
- classification accuracy
- correct classification
- classification rate
- accuracy rate
- pattern classification
- generalization ability
- feature extraction
- high accuracy
- feature vectors
- classification scheme
- predictive accuracy
- prediction accuracy
- feature space
- benchmark datasets
- classification models
- error rate
- machine learning methods
- machine learning
- spectral clustering
- automatic classification
- individual classifiers
- roc analysis
- class labels
- classification algorithm
- support vector machine svm
- data sets
- support vector
- image classification
- computational cost
- training set
- pattern recognition
- random selection
- decision trees
- traffic congestion
- fold cross validation
- support vector machine
- supervised learning
- cost sensitive
- recognition rate
- intrusion detection
- network traffic