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Volumn 53, Issue 1, 2010, Pages 231-245

A novel unsupervised classification approach for network anomaly detection by k-Means clustering and ID3 decision tree learning methods

Author keywords

Address Resolution Protocol (ARP); Anomaly detection; ID3 decision tree; K Means clustering; Markovian chain; Stochastic learning automata; Unsupervised classification

Indexed keywords

ADDRESS RESOLUTION PROTOCOL; ANOMALY DETECTION; K-MEANS CLUSTERING; MARKOVIAN CHAIN; STOCHASTIC LEARNING AUTOMATA; UNSUPERVISED CLASSIFICATION;

EID: 77953620856     PISSN: 09208542     EISSN: 15730484     Source Type: Journal    
DOI: 10.1007/s11227-009-0338-x     Document Type: Conference Paper
Times cited : (70)

References (30)
  • 5
    • 33847704184 scopus 로고    scopus 로고
    • K-Means+ID3: A novel method for supervised anomaly detection by cascading k-Means clustering and ID3 decision tree learning methods
    • DOI 10.1109/TKDE.2007.44
    • SR Gaddam VV Phoha KS Balagani 2007 k-Means+ID3: a novel method for supervised anomaly detection by cascading k-Means clustering and ID3 decision tree learning methods IEEE Trans Knowl Data Eng 19 3 345 354 10.1109/TKDE.2007.44 (Pubitemid 46374532)
    • (2007) IEEE Transactions on Knowledge and Data Engineering , vol.19 , Issue.3 , pp. 345-354
    • Gaddam, S.R.1    Phoha, V.V.2    Balagani, K.S.3
  • 7
    • 55849135456 scopus 로고    scopus 로고
    • Protecting network-centric systems with joint anomaly and intrusion detection over Internet episodes
    • 8 Oct 2004
    • Hwang K, Liu H, Chen Y (2004) Protecting network-centric systems with joint anomaly and intrusion detection over Internet episodes. In: IEEE IPDPS- 2005, 8 Oct 2004
    • (2004) IEEE IPDPS- 2005
    • Hwang, K.1    Liu, H.2    Chen, Y.3
  • 12
    • 0036532571 scopus 로고    scopus 로고
    • Switching between selection and fusion in combining classifiers: An experiment
    • DOI 10.1109/3477.990871, PII S1083441902006970
    • LI Kuncheva 2002 Switching between selection and fusion in combining classifiers: an experiment IEEE Trans Sys Man Cybern 32 2 146 156 10.1109/3477.990871 (Pubitemid 34249373)
    • (2002) IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics , vol.32 , Issue.2 , pp. 146-156
    • Kuncheva, L.I.1
  • 14
    • 1642354876 scopus 로고    scopus 로고
    • KDD-99 classifier learning contest: LLSoft's results overview
    • Jan 2000
    • Levin I (2000) KDD-99 classifier learning contest: LLSoft's results overview. In: SIGKDD explorations, Jan 2000, vol 1, pp 67-75
    • (2000) SIGKDD Explorations , vol.1 , pp. 67-75
    • Levin, I.1
  • 15
    • 40249105985 scopus 로고    scopus 로고
    • Design and implementation of an anomaly detection system: An empirical approach
    • May 2003
    • Maselli G, Deri L (2003) Design and implementation of an anomaly detection system: an empirical approach. In: Proc of Terena TNC 2003, Zagreb, Croatia, May 2003
    • (2003) Proc of Terena TNC 2003, Zagreb, Croatia
    • Maselli, G.1    Deri, L.2
  • 19
    • 2642522033 scopus 로고    scopus 로고
    • Symbolic dynamic analysis of complex systems for anomaly detection
    • 1152.94353 10.1016/j.sigpro.2004.03.011
    • A Ray 2004 Symbolic dynamic analysis of complex systems for anomaly detection Signal Process 84 7 1115 1130 1152.94353 10.1016/j.sigpro.2004.03.011
    • (2004) Signal Process , vol.84 , Issue.7 , pp. 1115-1130
    • Ray, A.1
  • 22
    • 0043166339 scopus 로고    scopus 로고
    • Anomaly detection in IP networks
    • 10.1109/TSP.2003.814797
    • M Thottan C Ji 2003 Anomaly detection in IP networks IEEE Trans Signal Process 51 8 2191 2204 10.1109/TSP.2003.814797
    • (2003) IEEE Trans Signal Process , vol.51 , Issue.8 , pp. 2191-2204
    • Thottan, M.1    Ji, C.2
  • 23
    • 0033117452 scopus 로고    scopus 로고
    • Soft combination of neural classifiers: A comparative study
    • DOI 10.1016/S0167-8655(99)00012-4, PII S0167865599000124
    • A Verikas A Lipnickas K Malmqvist M Bacauskiene A Gelzinis 1999 Soft combination of neural classifiers: a comparative study Pattern Recogn Lett 20 429 444 10.1016/S0167-8655(99)00012-4 (Pubitemid 29377624)
    • (1999) Pattern Recognition Letters , vol.20 , Issue.4 , pp. 429-444
    • Verikas, A.1    Lipnickas, A.2    Malmqvist, K.3    Bacauskiene, M.4    Gelzinis, A.5
  • 26
    • 77953621719 scopus 로고    scopus 로고
    • A stochastic learning automata-based algorithm for ARP anomaly detection in local area networks
    • (submitted)
    • Yasami Y, Pourmozaffari S, Khorsandi S (2009) A stochastic learning automata-based algorithm for ARP anomaly detection in local area networks, CSI J Comput Sci Eng (submitted)
    • (2009) CSI J Comput Sci Eng
    • Yasami, Y.1    Pourmozaffari, S.2    Khorsandi, S.3
  • 27
    • 0036647172 scopus 로고    scopus 로고
    • Multivariate statistical analysis of audit trails for host-based intrusion detection
    • DOI 10.1109/TC.2002.1017701
    • N Ye SM Emran Q Chen S Vilbert 2002 Multivariate statistical analysis of audit trails for host-based intrusion detection IEEE Trans Comput 51 7 810 820 10.1109/TC.2002.1017701 (Pubitemid 34835448)
    • (2002) IEEE Transactions on Computers , vol.51 , Issue.7 , pp. 810-820
    • Ye, N.1    Emran, S.M.2    Chen, Q.3    Vilbert, S.4
  • 28
    • 1942436335 scopus 로고    scopus 로고
    • Robustness of the Markov-chain model for cyber-attack detection
    • 10.1109/TR.2004.823851
    • N Ye Y Zhang CM Borror 2004 Robustness of the Markov-chain model for cyber-attack detection IEEE Trans Reliab 53 1 116 123 10.1109/TR.2004.823851
    • (2004) IEEE Trans Reliab , vol.53 , Issue.1 , pp. 116-123
    • Ye, N.1    Zhang, Y.2    Borror, C.M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.