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Volumn 27, Issue 1, 2012, Pages 83-102

Functional outlier detection with robust functional principal component analysis

Author keywords

Functional data; Outliers; Principal component analysis; Robust methods

Indexed keywords


EID: 84855999918     PISSN: 09434062     EISSN: 16139658     Source Type: Journal    
DOI: 10.1007/s00180-011-0239-3     Document Type: Article
Times cited : (52)

References (18)
  • 1
    • 0034282347 scopus 로고    scopus 로고
    • BACON: blocked adaptive computationally efficient outlier nominators
    • Billor N, Hadi AS, Velleman PF (2000) BACON: blocked adaptive computationally efficient outlier nominators. Comput Stat Data Anal 34: 279-298.
    • (2000) Comput Stat Data Anal , vol.34 , pp. 279-298
    • Billor, N.1    Hadi, A.S.2    Velleman, P.F.3
  • 3
    • 34250263445 scopus 로고
    • Smoothing noisy data with spline functions: estimating the correct degree of smoothing by the method of generalized cross-validation
    • Craven P, Wahba G (1979) Smoothing noisy data with spline functions: estimating the correct degree of smoothing by the method of generalized cross-validation. Numerische Mathematik 31: 377-403.
    • (1979) Numerische Mathematik , vol.31 , pp. 377-403
    • Craven, P.1    Wahba, G.2
  • 6
    • 36048951072 scopus 로고    scopus 로고
    • A functional analysis of NOx levels: location and scale estimation and outlier detection
    • Febrero M, Galeano P, Gonzales-Mantegia W (2007) A functional analysis of NOx levels: location and scale estimation and outlier detection. Comput Stat 22: 411-427.
    • (2007) Comput Stat , vol.22 , pp. 411-427
    • Febrero, M.1    Galeano, P.2    Gonzales-Mantegia, W.3
  • 7
    • 46849092608 scopus 로고    scopus 로고
    • Outlier detection in functional data by depth measures, with application to identify abnormal NOx levels
    • Febrero M, Galeano P, Gonzales-Mantegia W (2008) Outlier detection in functional data by depth measures, with application to identify abnormal NOx levels. Environmetrics 19: 331-345.
    • (2008) Environmetrics , vol.19 , pp. 331-345
    • Febrero, M.1    Galeano, P.2    Gonzales-Mantegia, W.3
  • 8
    • 0347141868 scopus 로고    scopus 로고
    • Trimmed means for functional data
    • Fraiman R, Muniz G (2001) Trimmed means for functional data. Test 10: 419-440.
    • (2001) Test , vol.10 , pp. 419-440
    • Fraiman, R.1    Muniz, G.2
  • 9
    • 84856007207 scopus 로고    scopus 로고
    • Detecting and handling outlying trajectories in irregularly sampled functional datasets
    • Gervini D (2009) Detecting and handling outlying trajectories in irregularly sampled functional datasets. Ann Appl Stat 3: 1758-1775.
    • (2009) Ann Appl Stat , vol.3 , pp. 1758-1775
    • Gervini, D.1
  • 10
    • 13444287831 scopus 로고    scopus 로고
    • ROBPCA: a new approach to robust principal component analysis
    • Hubert M, Rousseeuw PJ, Branden KV (2005) ROBPCA: a new approach to robust principal component analysis. Technometrics 47(1): 64-79.
    • (2005) Technometrics , vol.47 , Issue.1 , pp. 64-79
    • Hubert, M.1    Rousseeuw, P.J.2    Branden, K.V.3
  • 11
    • 33750436765 scopus 로고    scopus 로고
    • Robust forecasting of mortality and fertility rates: a functional data approach
    • Hyndman RJ, Ullah MDS (2007) Robust forecasting of mortality and fertility rates: a functional data approach. Comput Stat Data Anal 51: 4942-4956.
    • (2007) Comput Stat Data Anal , vol.51 , pp. 4942-4956
    • Hyndman, R.J.1    Ullah, M.D.S.2
  • 13
    • 84856002662 scopus 로고    scopus 로고
    • Functional data analysis software
    • Online at
    • Ramsay JO, Silverman BW (2001) Functional data analysis software. MATLAB edition. Online at http://www. psych. mcgill. ca/faculty/ramsay/software. html.
    • (2001) MATLAB edition
    • Ramsay, J.O.1    Silverman, B.W.2
  • 15
    • 0032680362 scopus 로고    scopus 로고
    • A fast algorithm for the minimum covariance determinant estimator
    • Rousseeuw PJ, van Driessen K (1999) A fast algorithm for the minimum covariance determinant estimator. Technometrics 41: 212-223.
    • (1999) Technometrics , vol.41 , pp. 212-223
    • Rousseeuw, P.J.1    van Driessen, K.2
  • 17
    • 12844278207 scopus 로고    scopus 로고
    • A Matlab library for robust analysis
    • Verboven S, Hubert M (2004) A Matlab library for robust analysis. Chem Intell Lab Syst 75: 127-136.
    • (2004) Chem Intell Lab Syst , vol.75 , pp. 127-136
    • Verboven, S.1    Hubert, M.2
  • 18
    • 33746075574 scopus 로고    scopus 로고
    • Sensitivity analysis in functional principal component analysis
    • Yamanishi Y, Tanaka Y (2005) Sensitivity analysis in functional principal component analysis. Comput Stat 20: 311-326.
    • (2005) Comput Stat , vol.20 , pp. 311-326
    • Yamanishi, Y.1    Tanaka, Y.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.