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Volumn 8140 LNAI, Issue , 2013, Pages 79-93

Clustering based active learning for evolving data streams

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; COMPUTER SCIENCE;

EID: 84888318327     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-40897-7_6     Document Type: Conference Paper
Times cited : (55)

References (24)
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    • (2007) UCI Machine Learning Repository
    • Asuncion, A.1    Newman, D.2
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    • Worst-case analysis of selective sampling for linear classification
    • Cesa-Bianchi, N., Gentile, C., Zaniboni, L.: Worst-case analysis of selective sampling for linear classification. J. Mach. Learn. Res. 7, 1205-1230 (2006)
    • (2006) J. Mach. Learn. Res. , vol.7 , pp. 1205-1230
    • Cesa-Bianchi, N.1    Gentile, C.2    Zaniboni, L.3
  • 5
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    • Improving generalization with active learning
    • Cohn, D., Atlas, l., Ladner, R.: Improving generalization with active learning. Machine Learning 15, 201-221 (1994)
    • (1994) Machine Learning , vol.15 , pp. 201-221
    • Cohn, D.1    Atlas, L.2    Ladner, R.3
  • 7
    • 33749618778 scopus 로고    scopus 로고
    • Learning with drift detection
    • Bazzan, A.L.C., Labidi, S. (eds.) SBIA 2004. Springer, Heidelberg
    • Gama, J., Medas, P., Castillo, G., Rodrigues, P.: Learning with drift detection. In: Bazzan, A.L.C., Labidi, S. (eds.) SBIA 2004. LNCS (LNAI), vol. 3171, pp. 286-295. Springer, Heidelberg (2004)
    • (2004) LNCS (LNAI) , vol.3171 , pp. 286-295
    • Gama, J.1    Medas, P.2    Castillo, G.3    Rodrigues, P.4
  • 10
    • 41649099657 scopus 로고    scopus 로고
    • An active learning system for mining time-changing data streams
    • Huang, S., Dong, Y.: An active learning system for mining time-changing data streams. Intelligent Data Analysis 11, 401-419 (2007)
    • (2007) Intelligent Data Analysis , vol.11 , pp. 401-419
    • Huang, S.1    Dong, Y.2
  • 16
    • 79956336459 scopus 로고    scopus 로고
    • Classification and novel class detection in data streams with active mining
    • Zaki, M.J., Yu, J.X., Ravindran, B., Pudi, V. (eds.) PAKDD 2010, Part III. Springer, Heidelberg
    • Masud, M.M., Gao, J., Khan, L., Han, J., Thuraisingham, B.: Classification and novel class detection in data streams with active mining. In: Zaki, M.J., Yu, J.X., Ravindran, B., Pudi, V. (eds.) PAKDD 2010, Part III. LNCS, vol. 6119, pp. 311-324. Springer, Heidelberg (2010)
    • (2010) LNCS , vol.6119 , pp. 311-324
    • Masud, M.M.1    Gao, J.2    Khan, L.3    Han, J.4    Thuraisingham, B.5
  • 17
    • 84867103709 scopus 로고    scopus 로고
    • Facing the reality of data stream classification: Coping with scarcity of labeled data
    • Masud, M., Woolam, C., Gao, J., Khan, L., Han, J., Hamlen, K., Oza, N.: Facing the reality of data stream classification: coping with scarcity of labeled data. Knowl. Inf. Syst. 33(1), 213-244 (2011)
    • (2011) Knowl. Inf. Syst. , vol.33 , Issue.1 , pp. 213-244
    • Masud, M.1    Woolam, C.2    Gao, J.3    Khan, L.4    Han, J.5    Hamlen, K.6    Oza, N.7
  • 19
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    • C4.5: Programs for Machine Learning
    • Morgan Kaufmann. Morgan Kaufmann
    • Quinlan, R.J.: C4.5: Programs for Machine Learning. Kaufmann Series in Machine Learning. Morgan Kaufmann. Morgan Kaufmann (1993)
    • (1993) Kaufmann Series in Machine Learning
    • Quinlan, R.J.1
  • 22
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    • Relevant data expansion for learning concept drift from sparsely labeled data
    • Widyantoro, D., Yen, J.: Relevant data expansion for learning concept drift from sparsely labeled data. IEEE Tr. on Know. and Data Eng. 17, 401-412 (2005)
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    • Widyantoro, D.1    Yen, J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.