Machine Learning
Data Mining
Toward the accurate identification of network applications
PAM'05 Proceedings of the 6th international conference on Passive and Active Network Measurement
ACAS: automated construction of application signatures
Proceedings of the 2005 ACM SIGCOMM workshop on Mining network data
Traffic classification on the fly
ACM SIGCOMM Computer Communication Review
Using visual motifs to classify encrypted traffic
Proceedings of the 3rd international workshop on Visualization for computer security
Early application identification
CoNEXT '06 Proceedings of the 2006 ACM CoNEXT conference
Implementation Issues of Early Application Identification
AINTEC '07 Proceedings of the 3rd Asian conference on Internet Engineering: Sustainable Internet
Reliable Probabilistic Classification and Its Application to Internet Traffic
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Topnet: a network-aware top(1)
LISA'08 Proceedings of the 22nd conference on Large installation system administration conference
On the impacts of human interactions in MMORPG traffic
Multimedia Tools and Applications
Proceedings of the 2009 ACM workshop on Cloud computing security
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Early recognition of encrypted applications
PAM'07 Proceedings of the 8th international conference on Passive and active network measurement
Dynamic feature analysis and measurement for large-scale network traffic monitoring
IEEE Transactions on Information Forensics and Security
A VoIP Traffic Identification Scheme Based on Host and Flow Behavior Analysis
Journal of Network and Systems Management
Analysis of the impact of sampling on NetFlow traffic classification
Computer Networks: The International Journal of Computer and Telecommunications Networking
Monitoring abnormal network traffic based on blind source separation approach
Journal of Network and Computer Applications
WSEAS TRANSACTIONS on COMMUNICATIONS
Session-based classification of internet applications in 3G wireless networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Internet traffic classification using multifractal analysis approach
Proceedings of the 15th Communications and Networking Simulation Symposium
Analyzing characteristic host access patterns for re-identification of web user sessions
NordSec'10 Proceedings of the 15th Nordic conference on Information Security Technology for Applications
Enhancing Tor's performance using real-time traffic classification
Proceedings of the 2012 ACM conference on Computer and communications security
International Journal of Data Warehousing and Mining
Detection and classification of peer-to-peer traffic: A survey
ACM Computing Surveys (CSUR)
Toward an efficient and scalable feature selection approach for internet traffic classification
Computer Networks: The International Journal of Computer and Telecommunications Networking
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Accurate traffic classification is the keystone of numerous network activities. Our work capitalises on hand-classified network data, used as input to a supervised Bayes estimator. We illustrate the high level of accuracy achieved with a supervised Naïve Bayes estimator; with the simplest estimator we are able to achieve better than 83% accuracy on both a per-byte and a per-packet basis.