메뉴 건너뛰기




Volumn 6119 LNAI, Issue PART 2, 2010, Pages 311-324

Classification and novel class detection in data streams with active mining

Author keywords

[No Author keywords available]

Indexed keywords

ACTIVE MINING; CLASSIFICATION ERRORS; DATA LABELING; DATA POINTS; DATA STREAM; HIGH-SPEED DATA; HUMAN EXPERT; LABELED DATA; THREE PROBLEMS;

EID: 79956336459     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-13672-6_31     Document Type: Conference Paper
Times cited : (45)

References (12)
  • 2
    • 77952415079 scopus 로고    scopus 로고
    • Mining concept-drifting data streams using ensemble classifiers
    • Wang, H., Fan, W., Yu, P.S., Han, J.: Mining concept-drifting data streams using ensemble classifiers. In: Proc. KDD '03, pp. 226-235 (2003)
    • (2003) Proc. KDD '03 , pp. 226-235
    • Wang, H.1    Fan, W.2    Yu, P.S.3    Han, J.4
  • 3
    • 52649146290 scopus 로고    scopus 로고
    • Stop chasing trends: Discovering high order models in evolving data
    • Chen, S., Wang, H., Zhou, S., Yu: Stop chasing trends: Discovering high order models in evolving data. In: Proc. ICDE '08, pp. 923-932 (2008)
    • (2008) Proc. ICDE '08 , pp. 923-932
    • Chen, S.1    Wang, H.2    Yu, Z.S.3
  • 4
    • 70349952316 scopus 로고    scopus 로고
    • Integrating novel class detection with classification for concept-drifting data streams
    • Buntine, W., Grobelnik, M., Mladeníc, D., Shawe-Taylor, J. (eds.) ECML PKDD 2009. Springer, Heidelberg
    • Masud, M.M., Gao, J., Khan, L., Han, J., Thuraisingham, B.M.: Integrating novel class detection with classification for concept-drifting data streams. In: Buntine, W., Grobelnik, M., Mladeníc, D., Shawe-Taylor, J. (eds.) ECML PKDD 2009. LNCS, vol. 5782, pp. 79-94. Springer, Heidelberg (2009)
    • (2009) LNCS , vol.5782 , pp. 79-94
    • Masud, M.M.1    Gao, J.2    Khan, L.3    Han, J.4    Thuraisingham, B.M.5
  • 7
    • 49749138225 scopus 로고    scopus 로고
    • Active learning from data streams
    • Perner, P. (ed.) ICDM 2007. Springer, Heidelberg
    • Zhu, X., Zhang, P., Lin, X., Shi, Y.: Active learning from data streams. In: Perner, P. (ed.) ICDM 2007. LNCS (LNAI), vol. 4597, pp. 757-762. Springer, Heidelberg (2007)
    • (2007) LNCS (LNAI) , vol.4597 , pp. 757-762
    • Zhu, X.1    Zhang, P.2    Lin, X.3    Shi, Y.4
  • 8
    • 2942536418 scopus 로고    scopus 로고
    • Active mining of data streams
    • Fan, W., an Huang, Y., Wang, H., Yu, P.S.: Active mining of data streams. In: SDM, pp. 457-461 (2004)
    • (2004) SDM , pp. 457-461
    • Fan, W.1    An Huang, Y.2    Wang, H.3    Yu, P.S.4
  • 9
    • 67049160126 scopus 로고    scopus 로고
    • A practical approach to classify evolving data streams: Training with limited amount of labeled data
    • Masud, M.M., Gao, J., Khan, L., Han, J., Thuraisingham, B.M.: A practical approach to classify evolving data streams: Training with limited amount of labeled data. In: Proc. ICDM '08, pp. 929-934 (2008)
    • (2008) Proc. ICDM '08 , pp. 929-934
    • Masud, M.M.1    Gao, J.2    Khan, L.3    Han, J.4    Thuraisingham, B.M.5
  • 10
    • 56749157104 scopus 로고    scopus 로고
    • Cluster-based novel concept detection in data streams applied to intrusion detection in computer networks
    • Spinosa, E.J., de Leon, F., de Carvalho, A.P., Gama, J.: Cluster-based novel concept detection in data streams applied to intrusion detection in computer networks. In: Proc. SAC '08, pp. 976-980 (2008)
    • (2008) Proc. SAC '08 , pp. 976-980
    • Spinosa, E.J.1    De Leon, F.2    De Carvalho, A.P.3    Gama, J.4
  • 11
    • 0030365938 scopus 로고    scopus 로고
    • Error correlation and error reduction in ensemble classifiers
    • Tumer, K., Ghosh, J.: Error correlation and error reduction in ensemble classifiers. Connection Science 8(304), 385-403 (1996)
    • (1996) Connection Science , vol.8 , Issue.304 , pp. 385-403
    • Tumer, K.1    Ghosh, J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.