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Volumn , Issue , 2007, Pages

A comparative analysis of the influence of methods for outliers detection on the performance of data driven models

Author keywords

Empirical nonlinear modeling soft sensors; Outlier detection; Refinery

Indexed keywords

DATA ACQUISITION; LEAST SQUARES APPROXIMATIONS; MATHEMATICAL MODELS; PRINCIPAL COMPONENT ANALYSIS; REGRESSION ANALYSIS; SENSORS;

EID: 34648827211     PISSN: 10915281     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/imtc.2007.379222     Document Type: Conference Paper
Times cited : (17)

References (15)
  • 7
    • 0036207952 scopus 로고    scopus 로고
    • R. K.. Pearson, Outliers in Process Modeling and Identification, IEEE Transactions on control systems technology, 10, 1, 2002
    • R. K.. Pearson, Outliers in Process Modeling and Identification, IEEE Transactions on control systems technology, 10, 1, 2002
  • 8
    • 4243118724 scopus 로고
    • Characterizations of an empirical influence function for detecting influential cases in regression
    • R.D. Cook, S. Weisberg, Characterizations of an empirical influence function for detecting influential cases in regression, Technometrics, 2, 495-50, 1980
    • (1980) Technometrics , vol.2 , pp. 495-450
    • Cook, R.D.1    Weisberg, S.2
  • 10
    • 0034741626 scopus 로고    scopus 로고
    • Development of inferential measurements using neural networks
    • Elsevier Science
    • S. Bhartiya, J.R. Whiteley, Development of inferential measurements using neural networks, Isa Transactions, 40, 307-323, 2001, Elsevier Science
    • (2001) Isa Transactions , vol.40 , pp. 307-323
    • Bhartiya, S.1    Whiteley, J.R.2
  • 12
    • 9944241272 scopus 로고    scopus 로고
    • Statistical and computational intelligence techniques for inferential model development: A comparative evaluation and a novel proposition for fusion
    • K. Warne, G. Prasad, S. Rezvani, L. Maguire, Statistical and computational intelligence techniques for inferential model development: a comparative evaluation and a novel proposition for fusion, Engineering Applications of Artificial Intelligence, 17, 871-885, 2004
    • (2004) Engineering Applications of Artificial Intelligence , vol.17 , pp. 871-885
    • Warne, K.1    Prasad, G.2    Rezvani, S.3    Maguire, L.4
  • 13
    • 85086794217 scopus 로고    scopus 로고
    • Hervé Abdi, Partial Least Squares (PLS) Regression
    • Hervé Abdi, Partial Least Squares (PLS) Regression
  • 14
    • 0033544443 scopus 로고    scopus 로고
    • Non-linear projection to latent structures revisited (the neural network PLS algorithm)
    • G. Baffi, E.B. Martin, AJ. Morris, Non-linear projection to latent structures revisited (the neural network PLS algorithm), Computers and Chemical Engineering, 23, 1293-1307, 1999
    • (1999) Computers and Chemical Engineering , vol.23 , pp. 1293-1307
    • Baffi, G.1    Martin, E.B.2    Morris, A.J.3
  • 15
    • 0037411806 scopus 로고    scopus 로고
    • Exploring process data with the use of robust outlier detection algorithms
    • L.H. Chiang, R.J. Pell, M.B. Seasholtz, Exploring process data with the use of robust outlier detection algorithms, Journal of Process Control, 13, 437-449, 2003
    • (2003) Journal of Process Control , vol.13 , pp. 437-449
    • Chiang, L.H.1    Pell, R.J.2    Seasholtz, M.B.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.