메뉴 건너뛰기




Volumn 22, Issue 3, 2009, Pages 141-148

Genetic algorithm based outlier detection using Bayesian information criterion in multiple regression models having multicollinearity problems

Author keywords

Bayesian Information Criterion; Genetic Algorithms; Multicollinearity; Multiple Linear Regression; Outlier Detection

Indexed keywords

BARIUM COMPOUNDS; DATA HANDLING; DATA MINING; GENETIC ALGORITHMS; LEAST SQUARES APPROXIMATIONS;

EID: 70349876713     PISSN: 13039709     EISSN: 21471762     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (4)

References (25)
  • 1
    • 70349855218 scopus 로고    scopus 로고
    • Acuna, E., Rodriguez, C., "On Detection Of Outliers And Their Effect In Supervised Classification", http://academic.uprm.edu/~eacuna/vene31.pdf
    • Acuna, E.1    Rodriguez, C.2
  • 2
    • 33751528972 scopus 로고    scopus 로고
    • Data Outlier Detection Using the Chebyshew Theorem, In: Aerospace
    • IEEE, Piscataway NJ USA
    • Amidan, B., Ferryman, T., Cooley, S., "Data Outlier Detection Using the Chebyshew Theorem, In: Aerospace", IEEE Aerospace Conference Proceedings, IEEE, Piscataway NJ USA, 3814-3819 (2005).
    • (2005) IEEE Aerospace Conference Proceedings , pp. 3814-3819
    • Amidan, B.1    Ferryman, T.2    Cooley, S.3
  • 3
    • 84972513615 scopus 로고
    • Influential Observations, High Leverage Points, and Outliers in Linear Regression
    • Atkinson, A.C., "Influential Observations, High Leverage Points, and Outliers in Linear Regression", Statistical Science, 1: 397-402 (1986).
    • (1986) Statistical Science , vol.1 , pp. 397-402
    • Atkinson, A.C.1
  • 5
    • 0003802478 scopus 로고
    • Conditioning Diagnostics
    • New York
    • Belsley, D.A., "Conditioning Diagnostics", Wiley, New York (1991).
    • (1991) Wiley
    • Belsley, D.A.1
  • 6
    • 70349872542 scopus 로고    scopus 로고
    • A Comparisons of Principal Component Regression and Partial Least Squares Regression
    • Barker, M., "A Comparisons of Principal Component Regression and Partial Least Squares Regression", Multivariate Project (1997).
    • (1997) Multivariate Project
    • Barker, M.1
  • 7
    • 70349884330 scopus 로고
    • Alternative Methods of Regression
    • 3th ed., Canada
    • Birkes and Dodge, "Alternative Methods of Regression", 3th ed., John Wiley & Sons, Canada (1993).
    • (1993) John Wiley & Sons
    • Birkes1    Dodge2
  • 10
    • 69449107573 scopus 로고    scopus 로고
    • Applied Regression Analysis, Linear Models and Related Methods
    • 3th ed., USA
    • Fox, J., "Applied Regression Analysis, Linear Models and Related Methods", 3th ed., Sage Publication, USA (1997).
    • (1997) Sage Publication
    • Fox, J.1
  • 12
    • 3142584551 scopus 로고
    • Genetic Algorithms in Search, Optimization, and Machine Learning
    • USA
    • Goldberg, D.E., "Genetic Algorithms in Search, Optimization, and Machine Learning", Addison-Wesley, USA (1989).
    • (1989) Addison-Wesley
    • Goldberg, D.E.1
  • 13
    • 84942484786 scopus 로고
    • Ridge Regression: Biased Estiamtion to Nonorthogonal Problems"
    • Hoerl, A.E., Kennard, R.W., "Ridge Regression: Biased Estiamtion to Nonorthogonal Problems", Technometrics, 12: 56-67 (1970).
    • (1970) Technometrics , vol.12 , pp. 56-67
    • Hoerl, A.E.1    Kennard, R.W.2
  • 14
    • 0030194062 scopus 로고    scopus 로고
    • A Method for Simultaneous Variable Selection and Outlier Identification in Linear Regression"
    • Hoeting, J., Raftery, A.E., Madigan, D., "A Method for Simultaneous Variable Selection and Outlier Identification in Linear Regression", Computational Statistics and Data Analysis, 22: 251-270 (1996).
    • (1996) Computational Statistics and Data Analysis , vol.22 , pp. 251-270
    • Hoeting, J.1    Raftery, A.E.2    Madigan, D.3
  • 15
    • 70349874608 scopus 로고    scopus 로고
    • Genetic Algorithm Based Instance and Feature Selection
    • In: Liu H, Motoda H, Instance Selection and Construction for Data Mining
    • Ishibuchi, H., Nakashima, T., Nii, M., "Genetic Algorithm Based Instance and Feature Selection", In: Liu H, Motoda H, Instance Selection and Construction for Data Mining, Kluwer Academic, (2001).
    • (2001) Kluwer Academic
    • Ishibuchi, H.1    Nakashima, T.2    Nii, M.3
  • 16
    • 39049114504 scopus 로고    scopus 로고
    • Information Theory and Statistics
    • USA
    • Kullback, S., "Information Theory and Statistics", Dover Publications, USA (1996).
    • (1996) Dover Publications
    • Kullback, S.1
  • 18
    • 84950610670 scopus 로고
    • A Monte Carlo Evaluation of Some Ridge Ttype Estimators"
    • McDonald, G.C., Galarneau, D.I., "A Monte Carlo Evaluation of Some Ridge Ttype Estimators", J. American Statistics, 70: 407-416 (1975).
    • (1975) J. American Statistics , vol.70 , pp. 407-416
    • McDonald, G.C.1    Galarneau, D.I.2
  • 19
    • 0012619527 scopus 로고
    • Regression Analysis and Problem of Multicollinearity"
    • Mason, R.L., Gunst, R.F., Webster, J.T., "Regression Analysis and Problem of Multicollinearity", Communication in Statistics, 4(3): 277-292 (1975).
    • (1975) Communication in Statistics , vol.4 , Issue.3 , pp. 277-292
    • Mason, R.L.1    Gunst, R.F.2    Webster, J.T.3
  • 20
    • 0003463572 scopus 로고
    • Introduction to Linear Regression Analysis
    • 2nd ed., New York
    • Montgomery, D.C., Peck, E.A., "Introduction to Linear Regression Analysis", 2nd ed., John Wiley, New York (1992).
    • (1992) John Wiley
    • Montgomery, D.C.1    Peck, E.A.2
  • 23
    • 0000120766 scopus 로고
    • Estimating the Dimension of a Model
    • Schwarz, G., "Estimating the Dimension of a Model", The Annals of Statistics, 6(2): 461-464 (1978).
    • (1978) The Annals of Statistics , vol.6 , Issue.2 , pp. 461-464
    • Schwarz, G.1
  • 24
    • 24944499329 scopus 로고    scopus 로고
    • Genetic Algorithms for Outlier Detection and Variable Selection in Linear Regression Models", Soft Computing
    • Tolvi, J., "Genetic Algorithms for Outlier Detection and Variable Selection in Linear Regression Models", Soft Computing, Springer, 527-533 (2004).
    • (2004) Springer , pp. 527-533
    • Tolvi, J.1
  • 25
    • 0001098205 scopus 로고
    • Estimation of Principal Components and Related Models by Iterative Least Squares. In Multivariate Analysis
    • Ed. Krishnaiah, P.R.
    • Wold, H., "Estimation of Principal Components and Related Models by Iterative Least Squares. In Multivariate Analysis", Ed. Krishnaiah, P.R., New York: Academic Pres, 391-420 (1966).
    • (1966) New York: Academic Pres , pp. 391-420
    • Wold, H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.