Congestion avoidance and control
SIGCOMM '88 Symposium proceedings on Communications architectures and protocols
Connections with multiple congested gateways in packet-switched networks part 1: one-way traffic
ACM SIGCOMM Computer Communication Review
Empirically derived analytic models of wide-area TCP connections
IEEE/ACM Transactions on Networking (TON)
Wide area traffic: the failure of Poisson modeling
IEEE/ACM Transactions on Networking (TON)
SIGCOMM '95 Proceedings of the conference on Applications, technologies, architectures, and protocols for computer communication
Internet traffic characterization
Internet traffic characterization
Simulation-based comparisons of Tahoe, Reno and SACK TCP
ACM SIGCOMM Computer Communication Review
The macroscopic behavior of the TCP congestion avoidance algorithm
ACM SIGCOMM Computer Communication Review
Generating representative Web workloads for network and server performance evaluation
SIGMETRICS '98/PERFORMANCE '98 Proceedings of the 1998 ACM SIGMETRICS joint international conference on Measurement and modeling of computer systems
Data networks as cascades: investigating the multifractal nature of Internet WAN traffic
Proceedings of the ACM SIGCOMM '98 conference on Applications, technologies, architectures, and protocols for computer communication
Modeling TCP throughput: a simple model and its empirical validation
Proceedings of the ACM SIGCOMM '98 conference on Applications, technologies, architectures, and protocols for computer communication
A stochastic model of TCP/IP with stationary random losses
Proceedings of the conference on Applications, Technologies, Architectures, and Protocols for Computer Communication
Analysis of educational media server workloads
NOSSDAV '01 Proceedings of the 11th international workshop on Network and operating systems support for digital audio and video
Characteristics of network traffic flow anomalies
IMW '01 Proceedings of the 1st ACM SIGCOMM Workshop on Internet Measurement
Fast, small-space algorithms for approximate histogram maintenance
STOC '02 Proceedings of the thiry-fourth annual ACM symposium on Theory of computing
Summary of WWW characterizations
World Wide Web
A signal analysis of network traffic anomalies
Proceedings of the 2nd ACM SIGCOMM Workshop on Internet measurment
Automatically inferring patterns of resource consumption in network traffic
Proceedings of the 2003 conference on Applications, technologies, architectures, and protocols for computer communications
Gigascope: a stream database for network applications
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
An analysis of Internet chat systems
Proceedings of the 3rd ACM SIGCOMM conference on Internet measurement
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
Measurement and analysis of a streaming-media workload
USITS'01 Proceedings of the 3rd conference on USENIX Symposium on Internet Technologies and Systems - Volume 3
Internet traffic classification using bayesian analysis techniques
SIGMETRICS '05 Proceedings of the 2005 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
BLINC: multilevel traffic classification in the dark
Proceedings of the 2005 conference on Applications, technologies, architectures, and protocols for computer communications
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
Traffic classification using clustering algorithms
Proceedings of the 2006 SIGCOMM workshop on Mining network data
ACM SIGCOMM Computer Communication Review
Traffic classification through simple statistical fingerprinting
ACM SIGCOMM Computer Communication Review
Identifying and discriminating between web and peer-to-peer traffic in the network core
Proceedings of the 16th international conference on World Wide Web
The power of slicing in internet flow measurement
IMC '05 Proceedings of the 5th ACM SIGCOMM conference on Internet Measurement
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
Offline/realtime traffic classification using semi-supervised learning
Performance Evaluation
Towards real-time performance monitoring for encrypted traffic
Proceedings of the 2007 SIGCOMM workshop on Internet network management
Lightweight application classification for network management
Proceedings of the 2007 SIGCOMM workshop on Internet network management
A generic language for application-specific flow sampling
ACM SIGCOMM Computer Communication Review
An adaptive anomaly detector for worm detection
SYSML'07 Proceedings of the 2nd USENIX workshop on Tackling computer systems problems with machine learning techniques
Early application identification
CoNEXT '06 Proceedings of the 2006 ACM CoNEXT conference
Unconstrained endpoint profiling (googling the internet)
Proceedings of the ACM SIGCOMM 2008 conference on Data communication
Implementation Issues of Early Application Identification
AINTEC '07 Proceedings of the 3rd Asian conference on Internet Engineering: Sustainable Internet
Context-aware clustering of DNS query traffic
Proceedings of the 8th ACM SIGCOMM conference on Internet measurement
Tunnel Hunter: Detecting application-layer tunnels with statistical fingerprinting
Computer Networks: The International Journal of Computer and Telecommunications Networking
Pattern Recognition Approaches for Classifying IP Flows
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Online hybrid traffic classifier for Peer-to-Peer systems based on network processors
Applied Soft Computing
Efficient application identification and the temporal and spatial stability of classification schema
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
Automatic discovery of botnet communities on large-scale communication networks
Proceedings of the 4th International Symposium on Information, Computer, and Communications Security
Internet traffic classification demystified: myths, caveats, and the best practices
CoNEXT '08 Proceedings of the 2008 ACM CoNEXT 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
Review: Application classification using packet size distribution and port association
Journal of Network and Computer Applications
Browser Fingerprinting from Coarse Traffic Summaries: Techniques and Implications
DIMVA '09 Proceedings of the 6th International Conference on Detection of Intrusions and Malware, and Vulnerability Assessment
Support Vector Machines for TCP traffic classification
Computer Networks: The International Journal of Computer and Telecommunications Networking
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
On the use of compression algorithms for the classification of IP flows
SPECTS'09 Proceedings of the 12th international conference on Symposium on Performance Evaluation of Computer & Telecommunication Systems
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
Early recognition of encrypted applications
PAM'07 Proceedings of the 8th international conference on Passive and active network measurement
Traffic classification - towards accurate real time network applications
HCI'07 Proceedings of the 12th international conference on Human-computer interaction: applications and services
An SVM-based machine learning method for accurate internet traffic classification
Information Systems Frontiers
Impact of asymmetric routing on statistical traffic classification
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
Hybrid traffic classification approach based on decision tree
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
Proceedings of the ACM SIGCOMM 2010 conference
AjaxTracker: active measurement system for high-fidelity characterization of AJAX applications
WebApps'10 Proceedings of the 2010 USENIX conference on Web application development
Digging into HTTPS: flow-based classification of webmail traffic
IMC '10 Proceedings of the 10th ACM SIGCOMM conference on Internet measurement
Network prefix-level traffic profiling: Characterizing, modeling, and evaluation
Computer Networks: The International Journal of Computer and Telecommunications Networking
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
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)
MINETRAC: mining flows for unsupervised analysis & semi-supervised classification
Proceedings of the 23rd International Teletraffic Congress
Software—Practice & Experience
SMILER: Towards Practical Online Traffic Classification
Proceedings of the 2011 ACM/IEEE Seventh Symposium on Architectures for Networking and Communications Systems
Traffic modeling and classification using packet train length and packet train size
IPOM'06 Proceedings of the 6th IEEE international conference on IP Operations and Management
Session level flow classification by packet size distribution and session grouping
Computer Networks: The International Journal of Computer and Telecommunications Networking
K-dimensional trees for continuous traffic classification
TMA'10 Proceedings of the Second international conference on Traffic Monitoring and Analysis
Realtime classification for encrypted traffic
SEA'10 Proceedings of the 9th international conference on Experimental Algorithms
Self-Learning IP traffic classification based on statistical flow characteristics
PAM'05 Proceedings of the 6th international conference on Passive and Active Network Measurement
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
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
Enhancing Tor's performance using real-time traffic classification
Proceedings of the 2012 ACM conference on Computer and communications security
Timely and continuous machine-learning-based classification for interactive IP traffic
IEEE/ACM Transactions on Networking (TON)
Online NetFPGA decision tree statistical traffic classifier
Computer Communications
Reviewing traffic classification
DataTraffic Monitoring and Analysis
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The ability to provide different Quality of Service (QoS) guarantees to traffic from different applications is a highly desired feature for many IP network operators, particularly for enterprise networks. Although various mechanisms exist for providing QoS in the network, QoS is yet to be widely deployed. We believe that a key factor holding back widespread QoS adoption is the absence of suitable methodologies/processes for appropriately mapping the traffic from different applications to different QoS classes. This is a challenging task, because many enterprise network operators who are interested in QoS do not know all the applications running on their network, and furthermore, over recent years port-based application classification has become problematic. We argue that measurement based automated Class of Service (CoS) mapping is an important practical problem that needs to be studied. In this paper we describe the requirements and associated challenges, and outline a solution framework for measurement based classification of traffic for QoS based on statistical application signatures. In our approach the signatures are chosen in such as way as to make them insensitive to the particular application layer protocol, but rather to determine the way in which an application is used -- for instance is it used interactively, or for bulk-data transport. The resulting application signature can then be used to derive the network layer signatures required to determine the CoS class for individual IP datagrams. Our evaluations using traffic traces from a variety of network locations, demonstrate the feasibility and potential of the approach.