메뉴 건너뛰기




Volumn 7376 LNAI, Issue , 2012, Pages 593-602

Application of bagging, boosting and stacking to intrusion detection

Author keywords

bagging; boosting; ensemble classifiers; Intrusion detection system; stacking

Indexed keywords

BAGGING; BOOSTING; ENSEMBLE CLASSIFIERS; INTRUSION DETECTION SYSTEMS; STACKING;

EID: 84864961280     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-31537-4_46     Document Type: Conference Paper
Times cited : (114)

References (19)
  • 3
    • 84864915430 scopus 로고    scopus 로고
    • Performance of Ensemble Classifier for Location Prediction Task: Emphasis on Markov Blanket Perspective
    • September
    • Lee, K.C., Cho, H.: Performance of Ensemble Classifier for Location Prediction Task: Emphasis on Markov Blanket Perspective. International Journal of u- and e- Service, Science and Technology 3(3) (September 2010)
    • (2010) International Journal of U- and E- Service, Science and Technology , vol.3 , Issue.3
    • Lee, K.C.1    Cho, H.2
  • 5
    • 0031361611 scopus 로고    scopus 로고
    • Machine learning research: Four current directions
    • Dietterich, T.G.: Machine learning research: Four current directions. AI Magazine 18(4), 97-136 (1997)
    • (1997) AI Magazine , vol.18 , Issue.4 , pp. 97-136
    • Dietterich, T.G.1
  • 6
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman, L.: Bagging predictors. Machine Learning 24(2), 123-140 (1996)
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 7
    • 0032280519 scopus 로고    scopus 로고
    • Boosting the margin: A new explanation for the effectiveness of voting methods
    • Schapire, R.E., Freund, Y., Bartlett, P., Lee, W.S.: Boosting the margin: A new explanation for the effectiveness of voting methods. The Annals of Statistics 26(5), 1651-1686 (1998)
    • (1998) The Annals of Statistics , vol.26 , Issue.5 , pp. 1651-1686
    • Schapire, R.E.1    Freund, Y.2    Bartlett, P.3    Lee, W.S.4
  • 8
    • 77956543024 scopus 로고    scopus 로고
    • Comparison of Bagging, Boosting and Stacking Ensembles Applied to Real Estate Appraisal
    • Nguyen, N.T., Le, M.T., Świa̧tek, J. (eds.) ACIIDS 2010, Part II. Springer, Heidelberg
    • Graczyk, M., Lasota, T., Trawiński, B., Trawiński, K.: Comparison of Bagging, Boosting and Stacking Ensembles Applied to Real Estate Appraisal. In: Nguyen, N.T., Le, M.T., Świa̧tek, J. (eds.) ACIIDS 2010, Part II. LNCS, vol. 5991, pp. 340-350. Springer, Heidelberg (2010)
    • (2010) LNCS , vol.5991 , pp. 340-350
    • Graczyk, M.1    Lasota, T.2    Trawiński, B.3    Trawiński, K.4
  • 10
    • 70350346030 scopus 로고    scopus 로고
    • Ensemble Learning
    • Springer, Berlin ISBN: 978-0-387-73002-8
    • Zhou, Z.-H.: Ensemble Learning. In: Encyclopedia of Biometrics, vol. 1, pp. 270-273. Springer, Berlin (2009) ISBN: 978-0-387-73002-8
    • (2009) Encyclopedia of Biometrics , vol.1 , pp. 270-273
    • Zhou, Z.-H.1
  • 12
    • 84864913248 scopus 로고    scopus 로고
    • KDD Cup 1999 Intrusion Data Sets, http://kdd.ics.uci.edu/databases/ kddcup99/kddcup99.html
    • (1999) Intrusion Data Sets
  • 14
    • 33845338429 scopus 로고    scopus 로고
    • Using Bagging Classifiers to Predict Protein Domain Structural Class
    • ISSN 0739-1102
    • Dong, L., Yuan, Y., Cai, Y.: Using Bagging Classifiers to Predict Protein Domain Structural Class. Journal of Biomolecular Structure & Dynamics 24(3) (2006) ISSN 0739-1102
    • (2006) Journal of Biomolecular Structure & Dynamics , vol.24 , Issue.3
    • Dong, L.1    Yuan, Y.2    Cai, Y.3
  • 15
    • 3242754160 scopus 로고    scopus 로고
    • A comparison of several ensemble methods for text categorization
    • IEEE Computer Society, Washington DC ISBN:0-7695-2225-4
    • Dong, Y.S., Han, K.S.: A comparison of several ensemble methods for text categorization. In: The 2004 IEEE International Conference on Service Computing (SCC 2004), pp. 419-422. IEEE Computer Society, Washington DC (2004) ISBN:0-7695-2225-4
    • (2004) The 2004 IEEE International Conference on Service Computing (SCC 2004) , pp. 419-422
    • Dong, Y.S.1    Han, K.S.2
  • 18
    • 80051793908 scopus 로고    scopus 로고
    • Data preprocessing for anomaly based network intrusion detection: A review
    • Davis, J.J., Clark, A.J.: Data preprocessing for anomaly based network intrusion detection: A review. Computer & Security 30(6-7), 353-375 (2011)
    • (2011) Computer & Security , vol.30 , Issue.6-7 , pp. 353-375
    • Davis, J.J.1    Clark, A.J.2
  • 19
    • 84922774507 scopus 로고    scopus 로고
    • Principles of Information Security
    • 4th edn. ISBN: 1111138214
    • Whitman, M.E., Mattord, H.J.: Principles of Information Security, 4th edn. Course Technology (2011) ISBN: 1111138214
    • (2011) Course Technology
    • Whitman, M.E.1    Mattord, H.J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.