Libraries and file system architecture
Practical reusable UNIX software
End-to-end routing behavior in the Internet
IEEE/ACM Transactions on Networking (TON)
BLT: Bi-layer tracing of HTTP and TCP&slash;IP
Proceedings of the 9th international World Wide Web conference on Computer networks : the international journal of computer and telecommunications netowrking
A fast string searching algorithm
Communications of the ACM
Characteristics of network traffic flow anomalies
IMW '01 Proceedings of the 1st ACM SIGCOMM Workshop on Internet Measurement
A signal analysis of network traffic anomalies
Proceedings of the 2nd ACM SIGCOMM Workshop on Internet measurment
Analyzing peer-to-peer traffic across large networks
Proceedings of the 2nd ACM SIGCOMM Workshop on Internet measurment
Gigascope: a stream database for network applications
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Measurement, modeling, and analysis of a peer-to-peer file-sharing workload
SOSP '03 Proceedings of the nineteenth ACM symposium on Operating systems principles
An analysis of Internet chat systems
Proceedings of the 3rd ACM SIGCOMM conference on Internet measurement
Efficient randomized pattern-matching algorithms
IBM Journal of Research and Development - Mathematics and computing
An analysis of internet content delivery systems
OSDI '02 Proceedings of the 5th symposium on Operating systems design and implementationCopyright restrictions prevent ACM from being able to make the PDFs for this conference available for downloading
SSYM'00 Proceedings of the 9th conference on USENIX Security Symposium - Volume 9
Inferring internet denial-of-service activity
SSYM'01 Proceedings of the 10th conference on USENIX Security Symposium - Volume 10
Transport layer identification of P2P traffic
Proceedings of the 4th ACM SIGCOMM conference on Internet measurement
BLINC: multilevel traffic classification in the dark
Proceedings of the 2005 conference on Applications, technologies, architectures, and protocols for computer communications
Detecting malicious network traffic using inverse distributions of packet contents
Proceedings of the 2005 ACM SIGCOMM workshop on Mining network data
ACAS: automated construction of application signatures
Proceedings of the 2005 ACM SIGCOMM workshop on Mining network data
Defending against hitlist worms using network address space randomization
Proceedings of the 2005 ACM workshop on Rapid malcode
The FastTrack overlay: a measurement study
Computer Networks: The International Journal of Computer and Telecommunications Networking - Overlay distribution structures and their applications
Beyond bloom filters: from approximate membership checks to approximate state machines
Proceedings of the 2006 conference on Applications, technologies, architectures, and protocols for computer communications
Traffic classification using clustering algorithms
Proceedings of the 2006 SIGCOMM workshop on Mining network data
Unexpected means of protocol inference
Proceedings of the 6th ACM SIGCOMM conference on Internet measurement
Identifying and discriminating between web and peer-to-peer traffic in the network core
Proceedings of the 16th international conference on World Wide Web
A markovian signature-based approach to IP traffic classification
Proceedings of the 3rd annual ACM workshop on Mining network data
Byte me: a case for byte accuracy in traffic classification
Proceedings of the 3rd annual ACM workshop on Mining network data
Defending against hitlist worms using network address space randomization
Computer Networks: The International Journal of Computer and Telecommunications Networking
Efficient Approximate Query Processing in Peer-to-Peer Networks
IEEE Transactions on Knowledge and Data Engineering
Offline/realtime traffic classification using semi-supervised learning
Performance Evaluation
Towards high-performance flow-level packet processing on multi-core network processors
Proceedings of the 3rd ACM/IEEE Symposium on Architecture for networking and communications systems
An improved algorithm to accelerate regular expression evaluation
Proceedings of the 3rd ACM/IEEE Symposium on Architecture for networking and communications systems
A methodology for P2P traffic measurement using application signature work-in-progress
Proceedings of the 2nd international conference on Scalable information systems
A comparative analysis of web and peer-to-peer traffic
Proceedings of the 17th international conference on World Wide Web
Unconstrained endpoint profiling (googling the internet)
Proceedings of the ACM SIGCOMM 2008 conference on Data communication
P4p: provider portal for applications
Proceedings of the ACM SIGCOMM 2008 conference on Data communication
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part II
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
Improve Flow Accuracy and Byte Accuracy in Network Traffic Classification
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Empirical Analysis of Application-Level Traffic Classification Using Supervised Machine Learning
APNOMS '08 Proceedings of the 11th Asia-Pacific Symposium on Network Operations and Management: Challenges for Next Generation Network Operations and Service Management
Transport Layer Identification of Skype Traffic
Information Networking. Towards Ubiquitous Networking and Services
Topnet: a network-aware top(1)
LISA'08 Proceedings of the 22nd conference on Large installation system administration conference
Online hybrid traffic classifier for Peer-to-Peer systems based on network processors
Applied Soft Computing
Bittorrent peer identification based on behaviors of a choke algorithm
Proceedings of the 4th Asian Conference on Internet Engineering
Traffic classification using en-semble learning and co-training
AIC'08 Proceedings of the 8th conference on Applied informatics and communications
Traffic modeling and proportional partial caching for peer-to-peer systems
IEEE/ACM Transactions on Networking (TON)
Characterizing network traffic by means of the NetMine framework
Computer Networks: The International Journal of Computer and Telecommunications Networking
Profiling and identification of P2P traffic
Computer Networks: The International Journal of Computer and Telecommunications Networking
kP2PADM: An In-Kernel Architecture of P2P Management Gateway
IEICE - Transactions on Information and Systems
Proceedings of the 18th international conference on World wide web
PBS: Periodic Behavioral Spectrum of P2P Applications
PAM '09 Proceedings of the 10th International Conference on Passive and Active Network Measurement
Internet traffic classification demystified: myths, caveats, and the best practices
CoNEXT '08 Proceedings of the 2008 ACM CoNEXT Conference
Online Classification of Network Flows
CNSR '09 Proceedings of the 2009 Seventh Annual Communication Networks and Services Research Conference
Accurate, Fine-Grained Classification of P2P-TV Applications by Simply Counting Packets
TMA '09 Proceedings of the First International Workshop on Traffic Monitoring and Analysis
Identify P2P Traffic by Inspecting Data Transfer Behaviour
NETWORKING '09 Proceedings of the 8th International IFIP-TC 6 Networking Conference
Enhancing Application Identification by Means of Sequential Testing
NETWORKING '09 Proceedings of the 8th International IFIP-TC 6 Networking Conference
Classification of P2P and HTTP Using Specific Protocol Characteristics
EUNICE '09 Proceedings of the 15th Open European Summer School and IFIP TC6.6 Workshop on The Internet of the Future
Early traffic classification using support vector machines
Proceedings of the 5th International Latin American Networking Conference
Challenging statistical classification for operational usage: the ADSL case
Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference
The FastTrack overlay: A measurement study
Computer Networks: The International Journal of Computer and Telecommunications Networking - Overlay distribution structures and their applications
Exploiting dynamicity in graph-based traffic analysis: techniques and applications
Proceedings of the 5th international conference on Emerging networking experiments and technologies
Discriminating internet applications based on multiscale analysis
NGI'09 Proceedings of the 5th Euro-NGI conference on Next Generation Internet networks
Monitoring the impact of P2P users on a broadband operator's network
IM'09 Proceedings of the 11th IFIP/IEEE international conference on Symposium on Integrated Network Management
One-Against-All Methodology for Features Selection and Classification of Internet Applications
IPOM '09 Proceedings of the 9th IEEE International Workshop on IP Operations and Management
Traffic Classification Based on Flow Similarity
IPOM '09 Proceedings of the 9th IEEE International Workshop on IP Operations and Management
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Statistical texture analysis methods for network traffic classification
AsiaCSN '07 Proceedings of the Fourth IASTED Asian Conference on Communication Systems and Networks
Detection of illicit traffic based on multiscale analysis
SoftCOM'09 Proceedings of the 17th international conference on Software, Telecommunications and Computer Networks
Slimming down Deep packet inspection systems
INFOCOM'09 Proceedings of the 28th IEEE international conference on Computer Communications Workshops
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
Distributed P2P traffic identification method
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
A network traffic identification method based on finite state machine
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
New detection of peer-to-peer controlled bots on the host
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
Statistical inference on attributed random graphs: Fusion of graph features and content
Computational Statistics & Data Analysis
A novel self-learning architecture for p2p traffic classification in high speed networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Fast, accurate, and lightweight real-time traffic identification method based on flow statistics
PAM'07 Proceedings of the 8th international conference on Passive and active network measurement
An SVM-based machine learning method for accurate internet traffic classification
Information Systems Frontiers
Composite lightweight traffic classification system for network management
International Journal of Network Management
Trends and differences in connection-behavior within classes of internet backbone traffic
PAM'08 Proceedings of the 9th international conference on Passive and active network measurement
Identify P2P traffic by inspecting data transfer behavior
Computer Communications
Better network traffic identification through the independent combination of techniques
Journal of Network and Computer Applications
Internet application traffic classification using fixed IP-port
APNOMS'09 Proceedings of the 12th Asia-Pacific network operations and management conference on Management enabling the future internet for changing business and new computing services
Identifying the use of data/voice/video-based P2P traffic by DNS-query behavior
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
Peer-to-peer application recognition based on signaling activity
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
Link homophily in the application layer and its usage in traffic classification
INFOCOM'10 Proceedings of the 29th conference on Information communications
Accelerating the bit-split string matching algorithm using Bloom filters
Computer Communications
Regular expression matching with multi-strings and intervals
SODA '10 Proceedings of the twenty-first annual ACM-SIAM symposium on Discrete Algorithms
Proceedings of the 2010 Workshop on Economics of Networks, Systems, and Computation
Digging into HTTPS: flow-based classification of webmail traffic
IMC '10 Proceedings of the 10th ACM SIGCOMM conference on Internet measurement
Profiling-By-Association: a resilient traffic profiling solution for the internet backbone
Proceedings of the 6th International COnference
Internet traffic classification demystified: on the sources of the discriminative power
Proceedings of the 6th International COnference
Evaluation of bulk traffic mitigation practices in campus network
Proceedings of the Sixth Asian Internet Engineering Conference
A VoIP Traffic Identification Scheme Based on Host and Flow Behavior Analysis
Journal of Network and Systems Management
Expert Systems with Applications: An International Journal
Analysis of the impact of sampling on NetFlow traffic classification
Computer Networks: The International Journal of Computer and Telecommunications Networking
KISS: stochastic packet inspection classifier for UDP traffic
IEEE/ACM Transactions on Networking (TON)
Host-Based P2P Flow Identification and Use in Real-Time
ACM Transactions on the Web (TWEB)
Optimally designing caches to reduce P2P traffic
Computer Communications
Graption: A graph-based P2P traffic classification framework for the internet backbone
Computer Networks: The International Journal of Computer and Telecommunications Networking
Software architecture for a lightweight payload signature-based traffic classification system
TMA'11 Proceedings of the Third international conference on Traffic monitoring and analysis
WSEAS TRANSACTIONS on COMMUNICATIONS
Computer Networks: The International Journal of Computer and Telecommunications Networking
Predictive resource management of multiple monitoring applications
IEEE/ACM Transactions on Networking (TON)
Proceedings of the 23rd International Teletraffic Congress
SMILER: Towards Practical Online Traffic Classification
Proceedings of the 2011 ACM/IEEE Seventh Symposium on Architectures for Networking and Communications Systems
Session level flow classification by packet size distribution and session grouping
Computer Networks: The International Journal of Computer and Telecommunications Networking
On the identification and analysis of p2p traffic aggregation
NETWORKING'06 Proceedings of the 5th international IFIP-TC6 conference on Networking Technologies, Services, and Protocols; Performance of Computer and Communication Networks; Mobile and Wireless Communications Systems
Realtime classification for encrypted traffic
SEA'10 Proceedings of the 9th international conference on Experimental Algorithms
A Modular Machine Learning System for Flow-Level Traffic Classification in Large Networks
ACM Transactions on Knowledge Discovery from Data (TKDD)
A simple, efficient and flexible approach to measure multi-protocol peer-to-peer traffic
ICN'05 Proceedings of the 4th international conference on Networking - Volume Part II
Automatic discovery of network applications: a hybrid approach
AI'10 Proceedings of the 23rd Canadian conference on Advances in Artificial Intelligence
A traffic identification method and evaluations for a pure p2p application
PAM'05 Proceedings of the 6th international conference on Passive and Active Network Measurement
Analysis of peer-to-peer traffic on ADSL
PAM'05 Proceedings of the 6th international conference on Passive and Active Network Measurement
Self-Learning IP traffic classification based on statistical flow characteristics
PAM'05 Proceedings of the 6th international conference on Passive and Active Network Measurement
Journal of Network and Computer Applications
Finding peer-to-peer file-sharing using coarse network behaviors
ESORICS'06 Proceedings of the 11th European conference on Research in Computer Security
Botnet traffic discriminatory analysis using particle swarm optimization
ICSI'10 Proceedings of the First international conference on Advances in Swarm Intelligence - Volume Part II
Challenges in network application identification
LEET'12 Proceedings of the 5th USENIX conference on Large-Scale Exploits and Emergent Threats
UARA in edge routers: an effective approach to user fairness and traffic shaping
International Journal of Communication Systems
Feature selection for optimizing traffic classification
Computer Communications
Internet traffic classification using multifractal analysis approach
Proceedings of the 15th Communications and Networking Simulation Symposium
Machine learning-based classification of encrypted internet traffic
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Statistical traffic classification by boosting support vector machines
Proceedings of the 7th Latin American Networking Conference
An efficient fuzzy controller based technique for network traffic classification to improve QoS
Proceedings of the Fifth International Conference on Security of Information and Networks
An approach for failure recognition in IP-based industrial control networks and systems
International Journal of Network Management
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part IV
High throughput and programmable online trafficclassifier on FPGA
Proceedings of the ACM/SIGDA international symposium on Field programmable gate arrays
International Journal of Data Warehousing and Mining
Simulation-based study of botnets and defense mechanisms against them
Journal of Computer and Systems Sciences International
A-DFA: A Time- and Space-Efficient DFA Compression Algorithm for Fast Regular Expression Evaluation
ACM Transactions on Architecture and Code Optimization (TACO)
Detection and classification of peer-to-peer traffic: A survey
ACM Computing Surveys (CSUR)
PeerRush: mining for unwanted p2p traffic
DIMVA'13 Proceedings of the 10th international conference on Detection of Intrusions and Malware, and Vulnerability Assessment
Traffic classification combining flow correlation and ensemble classifier
International Journal of Wireless and Mobile Computing
Reviewing traffic classification
DataTraffic Monitoring and Analysis
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The ability to accurately identify the network traffic associated with different P2P applications is important to a broad range of network operations including application-specific traffic engineering, capacity planning, provisioning, service differentiation,etc. However, traditional traffic to higher-level application mapping techniques such as default server TCP or UDP network-port baseddisambiguation is highly inaccurate for some P2P applications.In this paper, we provide an efficient approach for identifying the P2P application traffic through application level signatures. We firstidentify the application level signatures by examining some available documentations, and packet-level traces. We then utilize the identified signatures to develop online filters that can efficiently and accurately track the P2P traffic even on high-speed network links.We examine the performance of our application-level identification approach using five popular P2P protocols. Our measurements show thatour technique achieves less than 5% false positive and false negative ratios in most cases. We also show that our approach only requires the examination of the very first few packets (less than 10packets) to identify a P2P connection, which makes our approach highly scalable. Our technique can significantly improve the P2P traffic volume estimates over what pure network port based approaches provide. For instance, we were able to identify 3 times as much traffic for the popular Kazaa P2P protocol, compared to the traditional port-based approach.