메뉴 건너뛰기




Volumn 5, Issue 3, 2010, Pages 518-533

Centered hyperspherical and hyperellipsoidal one-class support vector machines for anomaly detection in sensor networks

Author keywords

Anomaly detection; distributed computing; information security; machine learning; outlier detection; security; support vector machines (SVMs); wireless sensor networks

Indexed keywords

ANOMALY DETECTION; DISTRIBUTED COMPUTING; INFORMATION SECURITY; MACHINE-LEARNING; OUTLIER DETECTION; SECURITY; SUPPORT VECTOR; WIRELESS SENSOR;

EID: 77955684744     PISSN: 15566013     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIFS.2010.2051543     Document Type: Article
Times cited : (140)

References (52)
  • 2
    • 49749114376 scopus 로고    scopus 로고
    • Anomaly detection in wireless sensor networks
    • Aug.
    • S. Rajasegarar, C. Leckie, and M. Palaniswami, "Anomaly detection in wireless sensor networks," IEEE Wireless Commun., vol.15, no.4, pp. 34-40, Aug. 2008.
    • (2008) IEEE Wireless Commun. , vol.15 , Issue.4 , pp. 34-40
    • Rajasegarar, S.1    Leckie, C.2    Palaniswami, M.3
  • 3
    • 85124059469 scopus 로고    scopus 로고
    • Security in Ad-Hoc and Sensor Networks, R. Beyah, J. McNair, and C. Corbett, Eds. Singapore: World Scientific, Jul.
    • S. Rajasegarar, C. Leckie, and M. Palaniswami, "Detecting data anomalies in wireless sensor networks," in Security in Ad-Hoc and Sensor Networks, R. Beyah, J. McNair, and C. Corbett, Eds. Singapore: World Scientific, Jul. 2009, pp. 231-260.
    • (2009) Detecting Data Anomalies in Wireless Sensor Networks , pp. 231-260
    • Rajasegarar, S.1    Leckie, C.2    Palaniswami, M.3
  • 6
    • 0942266514 scopus 로고    scopus 로고
    • Support vector data description
    • D. M. J. Tax and R. P. W. Duin, "Support vector data description," Mach. Learning, vol.54, no.1, pp. 45-66, 2004.
    • (2004) Mach. Learning , vol.54 , Issue.1 , pp. 45-66
    • Tax, D.M.J.1    Duin, R.P.W.2
  • 12
    • 0345851235 scopus 로고    scopus 로고
    • Wireless integrated network sensors
    • G. J. Pottie and W. J. Kaiser, "Wireless integrated network sensors," Commun. ACM, vol.43, no.5, pp. 51-58, 2000.
    • (2000) Commun. ACM , vol.43 , Issue.5 , pp. 51-58
    • Pottie, G.J.1    Kaiser, W.J.2
  • 14
    • 3042514350 scopus 로고    scopus 로고
    • Collaborative signal and information processing: An information-directed approach
    • Aug.
    • F. Zhao, J. Liu, J. Liu, L. Guibas, and J. Reich, "Collaborative signal and information processing: An information-directed approach," Proc. IEEE, vol.91, no.8, pp. 1199-1209, Aug. 2003.
    • (2003) Proc. IEEE , vol.91 , Issue.8 , pp. 1199-1209
    • Zhao, F.1    Liu, J.2    Liu, J.3    Guibas, L.4    Reich, J.5
  • 19
    • 36049030250 scopus 로고    scopus 로고
    • A new intrusion detection system using support vector machines and hierarchical clustering
    • L. Khan, M. Awad, and B. Thuraisingham, "A new intrusion detection system using support vector machines and hierarchical clustering," The Very Large Data Bases J., vol.16, no.4, pp. 507-521, 2007.
    • (2007) The Very Large Data Bases J. , vol.16 , Issue.4 , pp. 507-521
    • Khan, L.1    Awad, M.2    Thuraisingham, B.3
  • 20
    • 33845623677 scopus 로고    scopus 로고
    • Application of nonlinear feature extraction and support vector machines for fault diagnosis of induction motors
    • DOI 10.1016/j.eswa.2006.04.020, PII S0957417406001382
    • A. Widodo and B.-S. Yang, "Application of nonlinear feature extraction and support vector machines for fault diagnosis of induction motors," Int. J. Expert Syst. With Applicat., vol.33, no.1, pp. 241-250, 2007. (Pubitemid 44959934)
    • (2007) Expert Systems with Applications , vol.33 , Issue.1 , pp. 241-250
    • Widodo, A.1    Yang, B.-S.2
  • 23
    • 35248885263 scopus 로고    scopus 로고
    • Nonlinear estimation and modeling of fMRI data using spatio-temporal support vector regression
    • Y. M.Wang, R. T. Schultz, R. T. Constable, and L. H. Staib, "Nonlinear estimation and modeling of fMRI data using spatio-temporal support vector regression," Inf. Process. Med. Imaging, vol.2732, pp. 647-659, 2003.
    • (2003) Inf. Process. Med. Imaging , vol.2732 , pp. 647-659
    • Wang, Y.1    Schultz, R.T.2    Constable, R.T.3    Staib, L.H.4
  • 24
  • 29
    • 44349127341 scopus 로고    scopus 로고
    • Fuzzy support vector machines based on density clustering
    • May 30-Jun.
    • H. Liu and S. Xiong, "Fuzzy support vector machines based on density clustering," in Proc. IEEE Int. Conf. Control and Automation, May 30-Jun. 1 2007, pp. 784-787.
    • (2007) Proc. IEEE Int. Conf. Control and Automation , vol.1 , pp. 784-787
    • Liu, H.1    Xiong, S.2
  • 32
    • 84898950762 scopus 로고    scopus 로고
    • A linear programming approach to novelty detection
    • [Online]. Available
    • C. Campbell and K. P. Bennett, "A linear programming approach to novelty detection," in Advances in Neural Information Processing Systems, 2001, vol.14 [Online]. Available: http://books.nips.cc/papers/ files/nips13/CampbellBennett.pdf
    • (2001) Advances in Neural Information Processing Systems , pp. 14
    • Campbell, C.1    Bennett, K.P.2
  • 33
    • 84944178665 scopus 로고
    • Hierarchical grouping to optimize an objective function
    • J. H. Ward, "Hierarchical grouping to optimize an objective function," J. Amer. Statistical Assoc., vol.58, no.301, pp. 236-244, 1963.
    • (1963) J. Amer. Statistical Assoc. , vol.58 , Issue.301 , pp. 236-244
    • Ward, J.H.1
  • 34
    • 0037753593 scopus 로고    scopus 로고
    • Ph.D. Thesis, Delft University of Technology, Delft, The Netherlands, [Online]. Available
    • D. M. J. Tax, "One-Class Classification" Ph.D. Thesis, Delft University of Technology, Delft, The Netherlands, 2001 [Online]. Available: http://homepage.tudelft.nl/n9d04/thesis.pdf
    • (2001) One-Class Classification
    • Tax, D.M.J.1
  • 35
    • 0347243182 scopus 로고    scopus 로고
    • Nonlinear component analysis as a kernel eigenvalue problem
    • B. Scholkopf, A. J. Smola, and K.-R. Muller, "Nonlinear component analysis as a kernel eigenvalue problem," Neural Computation, vol.10, no.5, pp. 1299-1319, 1998.
    • (1998) Neural Computation , vol.10 , Issue.5 , pp. 1299-1319
    • Scholkopf, B.1    Smola, A.J.2    Muller, K.-R.3
  • 36
    • 0004236492 scopus 로고    scopus 로고
    • 3rd ed. Baltimore, MD: The John Hopkins Univ. Press
    • G. H. Golub and C. F. V. Loan, Matrix Computations, 3rd ed. Baltimore, MD: The John Hopkins Univ. Press, 1996.
    • (1996) Matrix Computations
    • Golub, G.H.1    Loan, C.F.V.2
  • 38
    • 0036353324 scopus 로고    scopus 로고
    • A new condition measure, preconditioners, and relations between different measures of conditioning for conic linear systems
    • M. Epelman and R. M. Freund, "A new condition measure, preconditioners, and relations between different measures of conditioning for conic linear systems," SIAM J. Optimization, vol.12, no.3, pp. 627-655, 2002.
    • (2002) SIAM J. Optimization , vol.12 , Issue.3 , pp. 627-655
    • Epelman, M.1    Freund, R.M.2
  • 42
    • 0039722607 scopus 로고    scopus 로고
    • The effect of the input density distribution on kernel-based classifiers
    • San Francisco, CA
    • C. K. I. Williams and M. Seeger, "The effect of the input density distribution on kernel-based classifiers," in Proc. 17th Int. Conf. Machine Learning, San Francisco, CA, 2000, pp. 1159-1166.
    • (2000) Proc. 17th Int. Conf. Machine Learning , pp. 1159-1166
    • Williams, C.K.I.1    Seeger, M.2
  • 46
    • 77955680939 scopus 로고    scopus 로고
    • Ionosphere Data UCI Machine Learning Repository [Online]. Available:, Accessed on 23/6/2008
    • Ionosphere Data UCI Machine Learning Repository [Online]. Available: http://archive.ics.uci.edu/ml/datasets/Ionosphere, Accessed on 23/6/2008
  • 49
    • 51249089432 scopus 로고    scopus 로고
    • CESVM: Centered hyperellipsoidal support vector machine based anomaly detection
    • Beijing, China, May
    • S. Rajasegarar, C. Leckie, and M. Palaniswami, "CESVM: Centered hyperellipsoidal support vector machine based anomaly detection," in Proc. IEEE Int. Conf. Communications (ICC), Beijing, China, May 2008, pp. 1610-1614.
    • (2008) Proc. IEEE Int. Conf. Communications (ICC) , pp. 1610-1614
    • Rajasegarar, S.1    Leckie, C.2    Palaniswami, M.3
  • 50
    • 77955668345 scopus 로고    scopus 로고
    • Sedumi 1.21 [Online]., Available:, Accessed on 02/02/2010
    • Sedumi 1.21 [Online]. Available: http://sedumi.ie.lehigh.edu/ Accessed on 02/02/2010


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.