메뉴 건너뛰기




Volumn , Issue , 2010, Pages 843-850

Change with delayed labeling: When is it Detectable?

Author keywords

Change detection; Concept drift; Unlabeled data

Indexed keywords

ADAPTIVE LEARNING; CHANGE DETECTION; CLASSIFICATION TASKS; CONCEPT DRIFT; CONCEPT DRIFTS; DETECTABILITY; DETECTION TECHNIQUE; REAL LIFE DATA; UNLABELED DATA;

EID: 79951751220     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDMW.2010.49     Document Type: Conference Paper
Times cited : (85)

References (32)
  • 1
    • 26444562687 scopus 로고    scopus 로고
    • The problem of concept drift: Definitions and related work
    • A. Tsymbal, "The problem of concept drift: Definitions and related work," Trinity College Dublin, Tech. Rep., 2004.
    • (2004) Trinity College Dublin, Tech. Rep.
    • Tsymbal, A.1
  • 2
    • 70349310717 scopus 로고    scopus 로고
    • Classifier ensembles for detecting concept change in streaming data: Overview and perspectives
    • L. Kuncheva, "Classifier ensembles for detecting concept change in streaming data: overview and perspectives," in Proc. of the 2nd Worksh. SUEMA (ECAI'08), 2008, pp. 5-10.
    • (2008) Proc. of the 2nd Worksh. SUEMA (ECAI'08) , pp. 5-10
    • Kuncheva, L.1
  • 4
    • 34249047899 scopus 로고    scopus 로고
    • Covariate shift adaptation by importance weighted cross validation
    • M. Sugiyama, M. Krauledat, and K. Müller, "Covariate shift adaptation by importance weighted cross validation," J. Machine Learning Res., vol. 8, pp. 985-1005, 2007. (Pubitemid 46798411)
    • (2007) Journal of Machine Learning Research , vol.8 , pp. 985-1005
    • Sugiyama, M.1    Krauledat, M.2    Muller, K.-R.3
  • 6
    • 0032139819 scopus 로고    scopus 로고
    • Extracting hidden context
    • DOI 10.1023/A:1007420529897
    • M. Harries, C. Sammut, and K. Horn, "Extracting hidden context," Mach. Learn., vol. 32, no. 2, pp. 101-126, 1998. (Pubitemid 40626077)
    • (1998) Machine Learning , vol.32 , Issue.2 , pp. 101-126
    • Harries, M.B.1    Sammut, C.2    Horn, K.3
  • 7
    • 0001038967 scopus 로고
    • The generalization of student's ratio
    • H. Hotelling, "The generalization of student's ratio," Annals of Mathematical Statistic, vol. 2, no. 3, pp. 360-378, 1931.
    • (1931) Annals of Mathematical Statistic , vol.2 , Issue.3 , pp. 360-378
    • Hotelling, H.1
  • 8
    • 0000673504 scopus 로고
    • Multivariate generalizations of the wald-wolfowitz and smirnov two-sample tests
    • J. Friedman and L. Rafsky, "Multivariate generalizations of the wald-wolfowitz and smirnov two-sample tests," The Annals of Statistics, pp. 697-717, 1979.
    • (1979) The Annals of Statistics , pp. 697-717
    • Friedman, J.1    Rafsky, L.2
  • 9
    • 0000933735 scopus 로고
    • On a test whether two samples are from the same population
    • A. Wald and J. Wolfowitz, "On a test whether two samples are from the same population," The Annals of Mathematical Statistics, vol. 11, no. 2, pp. 147-162, 1940.
    • (1940) The Annals of Mathematical Statistics , vol.11 , Issue.2 , pp. 147-162
    • Wald, A.1    Wolfowitz, J.2
  • 10
    • 27844449448 scopus 로고    scopus 로고
    • New test for the multivariate two-sample problem based on the concept of minimum energy
    • DOI 10.1080/00949650410001661440
    • B. Aslan and G. Zech, "New test for the multivariate twosample problem based on the concept of minimum energy," Journal of Statistical Computation and Simulation, vol. 75, no. 2, pp. 109-119, 2005. (Pubitemid 41657233)
    • (2005) Journal of Statistical Computation and Simulation , vol.75 , Issue.2 , pp. 109-119
    • Aslan, B.1    Zech, G.2
  • 11
    • 0001912663 scopus 로고
    • Two-sample test statistics for measuring discrepancies between two multivariate probability density functions using kernel-based density estimates
    • N. Anderson, P. Hall, and D. Titterington, "Two-sample test statistics for measuring discrepancies between two multivariate probability density functions using kernel-based density estimates," J. of Multivar. Anal., vol. 50, no. 1, pp. 41-54, 1994.
    • (1994) J. of Multivar. Anal. , vol.50 , Issue.1 , pp. 41-54
    • Anderson, N.1    Hall, P.2    Titterington, D.3
  • 13
    • 0000474812 scopus 로고
    • Multivariate two-sample tests based on nearest neighbors
    • M. Schilling, "Multivariate two-sample tests based on nearest neighbors," Journal of the American Statistical Association, vol. 81, no. 395, pp. 799-806, 1986.
    • (1986) Journal of the American Statistical Association , vol.81 , Issue.395 , pp. 799-806
    • Schilling, M.1
  • 14
    • 0030522371 scopus 로고    scopus 로고
    • Reducing multidimensional two-sample data to one-dimensional interpoint comparisons
    • J. Maa, D. Pearl, and R. Bartoszynski, "Reducing multidimensional two-sample data to one-dimensional interpoint comparisons," The Annals of Statistics, vol. 24, no. 3, pp. 1069-1074, 1996.
    • (1996) The Annals of Statistics , vol.24 , Issue.3 , pp. 1069-1074
    • Maa, J.1    Pearl, D.2    Bartoszynski, R.3
  • 15
    • 77950233357 scopus 로고    scopus 로고
    • Adaptive concept drift detection
    • on the Best of SDM'09
    • A. Dries and U. Ruckert, "Adaptive concept drift detection," Statistical Analysis and Data Mining, vol. 5-6, no. Special issue on the Best of SDM'09, pp. 311-327, 2009.
    • (2009) Statistical Analysis and Data Mining , vol.5-6 , Issue.SPEC. ISSUE , pp. 311-327
    • Dries, A.1    Ruckert, U.2
  • 16
    • 0004274433 scopus 로고    scopus 로고
    • S. Inc., Tulsa, [Online]. Available
    • S. Inc., Electronic Statistics Textbook. Tulsa, OK: StatSoft, 2010. [Online]. Available: http://www.statsoft.com/textbook/.
    • (2010) Electronic Statistics Textbook
  • 24
    • 14644423267 scopus 로고    scopus 로고
    • Relevant data expansion for learning concept drift from sparsely labeled data
    • DOI 10.1109/TKDE.2005.48
    • D. Widyantoro and J. Yen, "Relevant data expansion for learning concept drift from sparsely labeled data," IEEE Transactions on Knowledge and Data Engineering, pp. 401- 412, 2005. (Pubitemid 40320171)
    • (2005) IEEE Transactions on Knowledge and Data Engineering , vol.17 , Issue.3 , pp. 401-412
    • Widyantoro, D.H.1    Yen, J.2
  • 27
    • 19944393216 scopus 로고    scopus 로고
    • On change diagnosis in evolving data streams
    • DOI 10.1109/TKDE.2005.78
    • C. Aggarwal, "On change diagnosis in evolving data streams," IEEE Transactions on Knowledge and Data Engineering, vol. 17, no. 5, pp. 587-600, 2005. (Pubitemid 40750819)
    • (2005) IEEE Transactions on Knowledge and Data Engineering , vol.17 , Issue.5 , pp. 587-600
    • Aggarwal, C.C.1
  • 30
    • 41649099657 scopus 로고    scopus 로고
    • An active learning system for mining time-changing data streams
    • S. Huang and Y. Dong, "An active learning system for mining time-changing data streams," Intelligent Data Analysis, vol. 11, no. 4, pp. 401-419, 2007.
    • (2007) Intelligent Data Analysis , vol.11 , Issue.4 , pp. 401-419
    • Huang, S.1    Dong, Y.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.