Machine Learning
Data mining tasks and methods: Classification: decision-tree discovery
Handbook of data mining and knowledge discovery
Consistency-based search in feature selection
Artificial Intelligence
Proceedings of the 4th ACM SIGCOMM conference on Internet measurement
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
Automated Traffic Classification and Application Identification using Machine Learning
LCN '05 Proceedings of the The IEEE Conference on Local Computer Networks 30th Anniversary
Traffic classification on the fly
ACM SIGCOMM Computer Communication Review
Estimating continuous distributions in Bayesian classifiers
UAI'95 Proceedings of the Eleventh conference on Uncertainty in artificial intelligence
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
Processing forecasting queries
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Performance analysis of the ANGEL system for automated control of game traffic prioritisation
Proceedings of the 6th ACM SIGCOMM workshop on Network and system support for games
A generic language for application-specific flow sampling
ACM SIGCOMM Computer Communication Review
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
Traffic flooding attack detection with SNMP MIB using SVM
Computer Communications
Acceleration of decision tree searching for IP traffic classification
Proceedings of the 4th ACM/IEEE Symposium on Architectures for Networking and Communications Systems
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
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
A Wavelet-Based Model to Recognize High-Quality Topics on Web Forum
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
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
Rapid identification of Skype traffic flows
Proceedings of the 18th international workshop on Network and operating systems support for digital audio and video
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
TIE: A Community-Oriented Traffic Classification Platform
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
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
Regularized Linear Models in Stacked Generalization
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
Support Vector Machines for TCP traffic classification
Computer Networks: The International Journal of Computer and Telecommunications Networking
Challenging statistical classification for operational usage: the ADSL case
Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference
Proceedings of the 2009 ACM workshop on Cloud computing security
Traffic Behaviour Characterization Using NetMate
RAID '09 Proceedings of the 12th International Symposium on Recent Advances in Intrusion Detection
Per flow packet sampling for high-speed network monitoring
COMSNETS'09 Proceedings of the First international conference on COMmunication Systems And NETworks
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
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
A novel self-learning architecture for p2p traffic classification in high speed networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Identify P2P traffic by inspecting data transfer behavior
Computer Communications
Impact of asymmetric routing on statistical traffic classification
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
An experimental evaluation of the computational cost of a DPI traffic classifier
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
LCGT: a low-cost continuous ground truth generation method for traffic classification
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
Using GMM and SVM-based techniques for the classification of SSH-encrypted traffic
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
Sensing foot gestures from the pocket
UIST '10 Proceedings of the 23nd annual ACM symposium on User interface software and technology
Relational network-service clustering analysis with set evidences
Proceedings of the 3rd ACM workshop on Artificial intelligence and security
Internet traffic classification demystified: on the sources of the discriminative power
Proceedings of the 6th International COnference
NeTraMark: a network traffic classification benchmark
ACM SIGCOMM Computer Communication Review
Analysis of the impact of sampling on NetFlow traffic classification
Computer Networks: The International Journal of Computer and Telecommunications Networking
Early classification of network traffic through multi-classification
TMA'11 Proceedings of the Third international conference on Traffic monitoring and analysis
Inferring users' online activities through traffic analysis
Proceedings of the fourth ACM conference on Wireless network security
UNADA: unsupervised network anomaly detection using sub-space outliers ranking
NETWORKING'11 Proceedings of the 10th international IFIP TC 6 conference on Networking - Volume Part I
Stealthier inter-packet timing covert channels
NETWORKING'11 Proceedings of the 10th international IFIP TC 6 conference on Networking - Volume Part I
WSEAS TRANSACTIONS on COMMUNICATIONS
Session-based classification of internet applications in 3G wireless networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Using a behaviour knowledge space approach for detecting unknown IP traffic flows
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
MINETRAC: mining flows for unsupervised analysis & semi-supervised classification
Proceedings of the 23rd International Teletraffic Congress
Session level flow classification by packet size distribution and session grouping
Computer Networks: The International Journal of Computer and Telecommunications Networking
Kiss to abacus: a comparison of P2P-TV traffic classifiers
TMA'10 Proceedings of the Second international conference on Traffic Monitoring and Analysis
A Modular Machine Learning System for Flow-Level Traffic Classification in Large Networks
ACM Transactions on Knowledge Discovery from Data (TKDD)
Challenges in network application identification
LEET'12 Proceedings of the 5th USENIX conference on Large-Scale Exploits and Emergent Threats
Feature selection for optimizing traffic classification
Computer Communications
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
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
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
Exploiting packet-sampling measurements for traffic characterization and classification
International Journal of Network Management
Timely and continuous machine-learning-based classification for interactive IP traffic
IEEE/ACM Transactions on Networking (TON)
High throughput and programmable online trafficclassifier on FPGA
Proceedings of the ACM/SIGDA international symposium on Field programmable gate arrays
A comparison of machine learning algorithms for proactive hard disk drive failure detection
Proceedings of the 4th international ACM Sigsoft symposium on Architecting critical systems
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
Online NetFPGA decision tree statistical traffic classifier
Computer Communications
Feature selection for detection of peer-to-peer botnet traffic
Proceedings of the 6th ACM India Computing Convention
Reviewing traffic classification
DataTraffic Monitoring and Analysis
Application of Bayesian Networks for Autonomic Network Management
Journal of Network and Systems Management
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The identification of network applications through observation of associated packet traffic flows is vital to the areas of network management and surveillance. Currently popular methods such as port number and payload-based identification exhibit a number of shortfalls. An alternative is to use machine learning (ML) techniques and identify network applications based on per-flow statistics, derived from payload-independent features such as packet length and inter-arrival time distributions. The performance impact of feature set reduction, using Consistency-based and Correlation-based feature selection, is demonstrated on Naïve Bayes, C4.5, Bayesian Network and Naïve Bayes Tree algorithms. We then show that it is useful to differentiate algorithms based on computational performance rather than classification accuracy alone, as although classification accuracy between the algorithms is similar, computational performance can differ significantly.