메뉴 건너뛰기




Volumn , Issue , 2010, Pages 387-391

Evaluating application-layer classification using a machine learning technique over different high speed networks

Author keywords

High speed networks; Machine learning; Network flows; Passive network monitoring; Traffic classification

Indexed keywords

ALTERNATIVE METHODS; CLASSIFICATION EFFICIENCY; DATA TRACES; LAYER CLASSIFICATION; MACHINE LEARNING ALGORITHMS; MACHINE LEARNING TECHNIQUES; MACHINE-LEARNING; MONITORING APPLICATIONS; NETWORK CLASSIFICATION; NETWORK FLOWS; ON-MACHINES; PASSIVE NETWORK MONITORING; STATISTICAL FEATURES; TRAFFIC CLASSIFICATION; TRAINING DATA SETS;

EID: 79952085229     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSNC.2010.66     Document Type: Conference Paper
Times cited : (15)

References (18)
  • 3
    • 77954410323 scopus 로고    scopus 로고
    • Supervised learning real-time traffic classifiers
    • September [Online]. Available
    • Y. Wang and S.-Z. Yu, "Supervised learning real-time traffic classifiers," Journal of Networks, vol. 4, no. 7, pp. 622-629, September 2009. [Online]. Available: http://www. academypublisher.com/ojs/index.php/jnw/ article/view/1178
    • (2009) Journal of Networks , vol.4 , Issue.7 , pp. 622-629
    • Wang, Y.1    Yu, S.-Z.2
  • 4
    • 62849120844 scopus 로고    scopus 로고
    • A survey of techniques for internet traffic classification using machine learning
    • T. T. T. Nguyen and G. J. Armitage, "A survey of techniques for internet traffic classification using machine learning," IEEE Communications Surveys and Tutorials, vol. 10, no. 1-4, pp. 56-76, 2008.
    • (2008) IEEE Communications Surveys and Tutorials , vol.10 , Issue.1-4 , pp. 56-76
    • Nguyen, T.T.T.1    Armitage, G.J.2
  • 6
    • 33750283653 scopus 로고    scopus 로고
    • A preliminary performance comparison of five machine learning algorithms for practical IP traffic flow classification
    • -, "A Preliminary Performance Comparison of Five Machine Learning Algorithms for Practical IP Traffic Flow Classification," ACM SIGCOMM Computer Communication Review, vol. 36, no. 5, pp. 5-16, 2006.
    • (2006) ACM SIGCOMM Computer Communication Review , vol.36 , Issue.5 , pp. 5-16
    • Williams, N.1    Zander, S.2    Armitage, G.3
  • 10
    • 34250779819 scopus 로고    scopus 로고
    • Data mining tasks and methods: Classification: Decision-tree discovery
    • New York, NY, USA: Oxford University Press, Inc., June
    • R. Kohavi and J. R. Quinlan, "Data mining tasks and methods: Classification: decision-tree discovery," in Handbook of data mining and knowledge discovery. New York, NY, USA: Oxford University Press, Inc., June 2002, pp. 267-276.
    • (2002) Handbook of Data Mining and Knowledge Discovery , pp. 267-276
    • Kohavi, R.1    Quinlan, J.R.2
  • 11
    • 79952090740 scopus 로고    scopus 로고
    • (Last accessed: April, 2010). [Online]. Available
    • CESNET, Czech Academic Network Operator. (Last accessed: April, 2010). [Online]. Available: http://www.ces.net/
    • CESNET, Czech Academic Network Operator
  • 12
    • 84870668438 scopus 로고    scopus 로고
    • (Last accessed: April, 2010). [Online]. Available
    • WITS: Waikato Internet Traffic Storage. (Last accessed: April, 2010). [Online]. Available: http://www.wand.net.nz/wits/
    • WITS: Waikato Internet Traffic Storage
  • 13
    • 79952094182 scopus 로고    scopus 로고
    • (Last accessed: April, 2010). [Online]. Available
    • AMS-IX - Amsterdam Internet Exchange. (Last accessed: April, 2010). [Online]. Available: http://www.ams-ix.net/
    • AMS-IX - Amsterdam Internet Exchange
  • 15
    • 79952082638 scopus 로고    scopus 로고
    • (Last accessed: April, 2010). [Online]. Available
    • TeliaSonera, Network service company. (Last accessed: April, 2010). [Online]. Available: http://www.telia.net/
  • 17
    • 79952085494 scopus 로고    scopus 로고
    • NetMate Software (Last accessed: April, 2010). [Online]. Available
    • NetMate Software, network measurement and accounting system. (Last accessed: April, 2010). [Online]. Available: http://www.ip-measurement.org/
    • Network Measurement and Accounting System
  • 18
    • 79952084529 scopus 로고    scopus 로고
    • Weka Software The University of Waikato. (Last accessed: April, 2010). [Online]. Available
    • Weka Software, Version 3-6-2, Data Mining Software in Java. The University of Waikato. (Last accessed: April, 2010). [Online]. Available: http://www.cs.waikato.ac.nz/ml/weka/
    • Version 3-6-2, Data Mining Software in Java


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.