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Volumn 5828 LNAI, Issue , 2009, Pages 308-321

Mining multi-label concept-drifting data streams using dynamic classifier ensemble

Author keywords

Binary Relevance; Concept Drift; Data Stream; Dynamic Classifier Ensemble; Multi label

Indexed keywords

CLASS LABELS; CLASSIFICATION ALGORITHM; CONCEPT DRIFTS; DATA STREAM; DYNAMIC CLASSIFIERS; EMPIRICAL STUDIES; MAJORITY VOTING; MULTI-LABEL; REAL LIFE DATA; STATIC CLASSIFIER; SYNTHETIC DATASETS;

EID: 70649092958     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-05224-8_24     Document Type: Conference Paper
Times cited : (45)

References (24)
  • 2
    • 0035789299 scopus 로고    scopus 로고
    • Mining Time-Changing Data Streams
    • Hulten, G., Spencer, L., Domingos, P.: Mining Time-Changing Data Streams. In: ACM SIGKDD, pp. 97-106 (2001)
    • (2001) ACM SIGKDD , pp. 97-106
    • Hulten, G.1    Spencer, L.2    Domingos, P.3
  • 3
    • 0030126609 scopus 로고    scopus 로고
    • Learning in the presence of concept drift and hidden contexts
    • Widmer, G., Kubat, M.: Learning in the presence of concept drift and hidden contexts. Machine Learning 23(1), 69-101 (1996)
    • (1996) Machine Learning , vol.23 , Issue.1 , pp. 69-101
    • Widmer, G.1    Kubat, M.2
  • 4
    • 70649112689 scopus 로고    scopus 로고
    • Mining concept-drifting multi-label data streams using ensemble classifiers
    • Tianjin, China to appear
    • Qu, W., Zhang, Y., Zhu, J., Wang, Y.: Mining concept-drifting multi-label data streams using ensemble classifiers. In: Fuzzy Systems and Knowledge Discovery, Tianjin, China (to appear, 2009)
    • (2009) Fuzzy Systems and Knowledge Discovery
    • Qu, W.1    Zhang, Y.2    Zhu, J.3    Wang, Y.4
  • 6
    • 77956163078 scopus 로고    scopus 로고
    • Mining Multi-label Data
    • Maimon, O, Rokach, L, eds, 2nd edn. Springer, Heidelberg
    • Tsoumakas, G., Katakis, I., Vlahavas, I.: Mining Multi-label Data. In: Maimon, O., Rokach, L. (eds.) Data Mining and Knowledge Discovery Handbook, 2nd edn. Springer, Heidelberg (2009), http://mlkd.csd.auth.gr/multilabel.html
    • (2009) Data Mining and Knowledge Discovery Handbook
    • Tsoumakas, G.1    Katakis, I.2    Vlahavas, I.3
  • 7
    • 84943242305 scopus 로고    scopus 로고
    • Clare, A., King, R.: Knowledge discovery in multi-label phenotype data. In: Siebes, A., De Raedt, L. (eds.) PKDD 2001. LNCS (LNAI), 2168, pp. 42-53. Springer, Heidelberg (2001)
    • Clare, A., King, R.: Knowledge discovery in multi-label phenotype data. In: Siebes, A., De Raedt, L. (eds.) PKDD 2001. LNCS (LNAI), vol. 2168, pp. 42-53. Springer, Heidelberg (2001)
  • 8
    • 0033905095 scopus 로고    scopus 로고
    • Boostexter: A boosting-based system for text categorization
    • Schapire, R.E., Singer, Y.: Boostexter: a boosting-based system for text categorization. Machine Learning, 135-168 (2000)
    • (2000) Machine Learning , vol.135-168
    • Schapire, R.E.1    Singer, Y.2
  • 10
    • 0142228873 scopus 로고    scopus 로고
    • A family of additive online algorithms for category ranking
    • Crammer, K., Singer, Y.: A family of additive online algorithms for category ranking. Journal of Machine Learning Research, 1025-1058 (2003)
    • (2003) Journal of Machine Learning Research , vol.1025-1058
    • Crammer, K.1    Singer, Y.2
  • 12
    • 33748366796 scopus 로고    scopus 로고
    • Multi-label neural networks with applications to functional genomics and text categorization
    • Zhang, M.L., Zhou, Z.H.: Multi-label neural networks with applications to functional genomics and text categorization. IEEE Transactions on Knowledge and Data Engineering, 1338-1351 (2006)
    • (2006) IEEE Transactions on Knowledge and Data Engineering , vol.1338-1351
    • Zhang, M.L.1    Zhou, Z.H.2
  • 13
    • 7444230008 scopus 로고    scopus 로고
    • Discriminative methods for multi-labeled classification
    • Dai, H, Srikant, R, Zhang, C, eds, PAKDD 2004, Springer, Heidelberg
    • Godbole, S., Sarawagi, S.: Discriminative methods for multi-labeled classification. In: Dai, H., Srikant, R., Zhang, C. (eds.) PAKDD 2004. LNCS (LNAI), vol. 3056, pp. 22-30. Springer, Heidelberg (2004)
    • (2004) LNCS (LNAI , vol.3056 , pp. 22-30
    • Godbole, S.1    Sarawagi, S.2
  • 16
    • 19544382863 scopus 로고    scopus 로고
    • Thabtah, F., Cowling, P., Peng, Y.: Mmac: A new multi-class, multi-label associative classification approach. In: Proceedings of the 4th IEEE International Conference on Data Mining, ICDM 2004, pp. 217-224 (2004)
    • Thabtah, F., Cowling, P., Peng, Y.: Mmac: A new multi-class, multi-label associative classification approach. In: Proceedings of the 4th IEEE International Conference on Data Mining, ICDM 2004, pp. 217-224 (2004)
  • 17
    • 26444562687 scopus 로고    scopus 로고
    • The problem of concept drift: Definitions and related work
    • Technical Report TCD-CS-2004-15, Department of Computer Science, Trinity College Dublin, Ireland
    • Tsymbal, A.: The problem of concept drift: definitions and related work. Technical Report TCD-CS-2004-15, Department of Computer Science, Trinity College Dublin, Ireland (2004)
    • (2004)
    • Tsymbal, A.1
  • 21
    • 33749587572 scopus 로고    scopus 로고
    • An automatic construction and organization strategy for ensemble learning on data streams
    • Zhang, Y., Jin, X.: An automatic construction and organization strategy for ensemble learning on data streams. ACM SIGMOD Record 35(3), 28-33 (2006)
    • (2006) ACM SIGMOD Record , vol.35 , Issue.3 , pp. 28-33
    • Zhang, Y.1    Jin, X.2
  • 23
    • 1542377538 scopus 로고    scopus 로고
    • A maximal figure-of-merit approach to text categorization
    • Gao, S., Wu, W., Lee, C.-H., Chua, T.-S.: A maximal figure-of-merit approach to text categorization. In: SIGIR 2003, pp. 174-181 (2003)
    • (2003) SIGIR 2003 , pp. 174-181
    • Gao, S.1    Wu, W.2    Lee, C.-H.3    Chua, T.-S.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.