Fundamentals of speech recognition
Fundamentals of speech recognition
Wide area traffic: the failure of Poisson modeling
IEEE/ACM Transactions on Networking (TON)
Communications of the ACM
Statistical Identification of Encrypted Web Browsing Traffic
SP '02 Proceedings of the 2002 IEEE Symposium on Security and Privacy
A Sense of Self for Unix Processes
SP '96 Proceedings of the 1996 IEEE Symposium on Security and Privacy
Behavioral Authentication of Server Flows
ACSAC '03 Proceedings of the 19th Annual Computer Security Applications Conference
Intrusion Detection: A Bioinformatics Approach
ACSAC '03 Proceedings of the 19th Annual Computer Security Applications Conference
SSYM'00 Proceedings of the 9th conference on USENIX Security Symposium - Volume 9
Timing analysis of keystrokes and timing attacks on SSH
SSYM'01 Proceedings of the 10th conference on USENIX Security Symposium - Volume 10
Jamming and sensing of encrypted wireless ad hoc networks
Proceedings of the 7th ACM international symposium on Mobile ad hoc networking and computing
Privacy intrusion detection using dynamic Bayesian networks
ICEC '06 Proceedings of the 8th international conference on Electronic commerce: The new e-commerce: innovations for conquering current barriers, obstacles and limitations to conducting successful business on the internet
Using visual motifs to classify encrypted traffic
Proceedings of the 3rd international workshop on Visualization for computer security
On Inferring Application Protocol Behaviors in Encrypted Network Traffic
The Journal of Machine Learning Research
Sequence alignment for masquerade detection
Computational Statistics & Data Analysis
Performance Analysis of Real Traffic Carried with Encrypted Cover Flows
Proceedings of the 22nd Workshop on Principles of Advanced and Distributed Simulation
Internet traffic modeling by means of Hidden Markov Models
Computer Networks: The International Journal of Computer and Telecommunications Networking
Classifying SSH encrypted traffic with minimum packet header features using genetic programming
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Hidden Markov Model Modeling of SSH Brute-Force Attacks
DSOM '09 Proceedings of the 20th IFIP/IEEE International Workshop on Distributed Systems: Operations and Management: Integrated Management of Systems, Services, Processes and People in IT
Machine learning based encrypted traffic classification: identifying SSH and skype
CISDA'09 Proceedings of the Second IEEE international conference on Computational intelligence for security and defense applications
Probabilistic identification for hard to classify protocol
WISTP'08 Proceedings of the 2nd IFIP WG 11.2 international conference on Information security theory and practices: smart devices, convergence and next generation networks
Using GMM and SVM-based techniques for the classification of SSH-encrypted traffic
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
Exploring discrepancies in findings obtained with the KDD Cup '99 data set
Intelligent Data Analysis
Inferring users' online activities through traffic analysis
Proceedings of the fourth ACM conference on Wireless network security
Classification of hidden network streams
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
TCP traffic classification using markov models
TMA'10 Proceedings of the Second international conference on Traffic Monitoring and Analysis
Finding peer-to-peer file-sharing using coarse network behaviors
ESORICS'06 Proceedings of the 11th European conference on Research in Computer Security
Network traffic classification via HMM under the guidance of syntactic structure
Computer Networks: The International Journal of Computer and Telecommunications Networking
Language modeling and encryption on packet switched networks
EUROCRYPT'06 Proceedings of the 24th annual international conference on The Theory and Applications of Cryptographic Techniques
Network flow classification based on the rhythm of packets
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Performance evaluation with hidden markov models
PERFORM'10 Proceedings of the 2010 IFIP WG 6.3/7.3 international conference on Performance Evaluation of Computer and Communication Systems: milestones and future challenges
Touching from a distance: website fingerprinting attacks and defenses
Proceedings of the 2012 ACM conference on Computer and communications security
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We present techniques for building HMM profiles for network applications using only the packet-level information that remains intact and observable after encryption, namely, packet size and arrival time. Using less information than previously thought possible, we demonstrate classification accuracy close to that of other recent techniques, and show success in classifying a variety of common network applications as observed from real Internet traffic traces.