J. Zhang's scientific contributions

Publication (1)

Article
To solve the problem of network traffic identification online, a clustering algorithm and a traffic identification scheme is proposed. The scheme uses a few number of the initial data packets in the flows as a sub-flow, extracts the statistical features from sub-flows, and extracts the best feature subset of sub-flows by applying correlation-based...

Citations

... The analysis showed that the advantages of this kind of method is: can make full use of the existing sample experience, control sample training, improve the accuracy of subjective factors; disadvantage is strong, training of excessive consumption of storage resources and time, and cannot identify the unknown exception types. The unsupervised learning method, K-Means literature [7,8] and DBSCAN methods were used. The advantages of this kind of method is that they do not need to have too much knowledge of the sample classification, reduce human error; disadvantage is that the classification results need to sample lots of analysis is reliable, the classification accuracy is low. ...