Measuring the accuracy of open-source payload-based traffic classifiers using popular Internet applications.
Shane AlcockRichard NelsonPublished in: LCN Workshops (2013)
Keyphrases
- open source
- network traffic
- decision trees
- internet traffic
- roc curve
- real time
- confusion matrix
- high accuracy
- support vector
- classification rate
- ensemble pruning
- prediction accuracy
- test set
- improving classification accuracy
- highest accuracy
- predictive accuracy
- high speed
- training data
- mobile agents
- machine learning algorithms
- feature subset
- ensemble learning
- error rate
- open source software
- training examples
- window size
- fold cross validation
- roc analysis
- support vector machine classifier
- computational cost
- case study
- feature selection