메뉴 건너뛰기




Volumn 25, Issue 7, 2013, Pages 1484-1497

Classification and adaptive novel class detection of feature-evolving data streams

Author keywords

concept evolution; Data stream; novel class; outlier

Indexed keywords

CONCEPT-EVOLUTION; DATA MINING COMMUNITY; DATA STREAM; DATA STREAM CLASSIFICATIONS; ENSEMBLE CLASSIFICATION; HOMOGENIZATION TECHNIQUES; NOVEL CLASS; OUTLIER;

EID: 84878287926     PISSN: 10414347     EISSN: None     Source Type: Journal    
DOI: 10.1109/TKDE.2012.109     Document Type: Article
Times cited : (102)

References (24)
  • 1
    • 68349150835 scopus 로고    scopus 로고
    • On classification and segmentation of massive audio data streams
    • July
    • C.C. Aggarwal, "On Classification and Segmentation of Massive Audio Data Streams," Knowledge and Information System, vol. 20, pp. 137-156, July 2009.
    • (2009) Knowledge and Information System , vol.20 , pp. 137-156
    • Aggarwal, C.C.1
  • 2
    • 33645657061 scopus 로고    scopus 로고
    • A framework for on-demand classification of evolving data streams
    • May
    • C.C. Aggarwal, J. Han, J. Wang, and P.S. Yu, "A Framework for On-Demand Classification of Evolving Data Streams," IEEE Trans. Knowledge and Data Eng., vol. 18, no. 5, pp. 577-589, May 2006.
    • (2006) IEEE Trans. Knowledge and Data Eng. , vol.18 , Issue.5 , pp. 577-589
    • Aggarwal, C.C.1    Han, J.2    Wang, J.3    Yu, P.S.4
  • 7
    • 63449089176 scopus 로고    scopus 로고
    • Adapted one-versus-all decision trees for data stream classification
    • May
    • S. Hashemi, Y. Yang, Z. Mirzamomen, and M. Kangavari, "Adapted One-versus-All Decision Trees for Data Stream Classification," IEEE Trans. Knowledge and Data Eng., vol. 21, no. 5, pp. 624-637, May 2009.
    • (2009) IEEE Trans. Knowledge and Data Eng. , vol.21 , Issue.5 , pp. 624-637
    • Hashemi, S.1    Yang, Y.2    Mirzamomen, Z.3    Kangavari, M.4
  • 10
    • 77950689531 scopus 로고    scopus 로고
    • Tracking recurring contexts using ensemble classifiers: An application to email filtering
    • I. Katakis, G. Tsoumakas, and I. Vlahavas, "Tracking Recurring Contexts Using Ensemble Classifiers: An Application to Email Filtering," Knowledge and Information Systems, vol. 22, pp. 371-391, 2010.
    • (2010) Knowledge and Information Systems , vol.22 , pp. 371-391
    • Katakis, I.1    Tsoumakas, G.2    Vlahavas, I.3
  • 12
    • 84876811202 scopus 로고    scopus 로고
    • Rcv1: A new benchmark collection for text categorization research
    • D.D. Lewis, Y. Yang, T. Rose, and F. Li, "Rcv1: A New Benchmark Collection for Text Categorization Research," J. Machine Learning Research, vol. 5, pp. 361-397, 2004.
    • (2004) J. Machine Learning Research , vol.5 , pp. 361-397
    • Lewis, D.D.1    Yang, Y.2    Rose, T.3    Li, F.4
  • 18
    • 79955500697 scopus 로고    scopus 로고
    • Classification and novel class detection in concept-drifting data streams under time constraints
    • June
    • M.M. Masud, J. Gao, L. Khan, J. Han, and B.M. Thuraisingham, "Classification and Novel Class Detection in Concept-Drifting Data Streams under Time Constraints," IEEE Trans. Knowledge and Data Eng., vol. 23, no. 6, pp. 859-874, June 2011.
    • (2011) IEEE Trans. Knowledge and Data Eng. , vol.23 , Issue.6 , pp. 859-874
    • Masud, M.M.1    Gao, J.2    Khan, L.3    Han, J.4    Thuraisingham, B.M.5
  • 19
    • 56749157104 scopus 로고    scopus 로고
    • Cluster-based novel concept detection in data streams applied to intrusion detection in computer networks
    • E.J. Spinosa, A.P. de Leon F. de Carvalho, and J. Gama, "Cluster-Based Novel Concept Detection in Data Streams Applied to Intrusion Detection in Computer Networks," Proc. ACM Symp. Applied Computing (SAC), pp. 976-980, 2008.
    • (2008) Proc. ACM Symp. Applied Computing (SAC) , pp. 976-980
    • Spinosa, E.J.1    De Leon, A.P.2    De Carvalho, F.3    Gama, J.4
  • 21
    • 34547994696 scopus 로고    scopus 로고
    • A low-granularity classifier for data streams with concept drifts and biased class distribution
    • DOI 10.1109/TKDE.2007.1057
    • P. Wang, H. Wang, X. Wu, W. Wang, and B. Shi, "A Low-Granularity Classifier for Data Streams with Concept Drifts and Biased Class Distribution," IEEE Trans. Knowledge and Data Eng., vol. 19, no. 9, pp. 1202-1213, Sept. 2007. (Pubitemid 47273588)
    • (2007) IEEE Transactions on Knowledge and Data Engineering , vol.19 , Issue.9 , pp. 1202-1213
    • Wang, P.1    Wang, H.2    Wu, X.3    Wang, W.4    Shi, B.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.