DOI QR코드

DOI QR Code

Classification Using Sliced Inverse Regression and Sliced Average Variance Estimation

  • Lee, Hakbae (Department of Applied Statistics, Yonsei University)
  • Published : 2004.08.01

Abstract

We explore classification analysis using graphical methods such as sliced inverse regression and sliced average variance estimation based on dimension reduction. Some useful information about classification analysis are obtained by sliced inverse regression and sliced average variance estimation through dimension reduction. Two examples are illustrated, and classification rates by sliced inverse regression and sliced average variance estimation are compared with those by discriminant analysis and logistic regression.

Keywords

References

  1. 다변량 통계자료분석 김기영;전명식
  2. Journal of the American Statistical Association v.89 On the interpretation of regression plots Cook, R. D. https://doi.org/10.2307/2291214
  3. Journal of the American Statistical Association v.91 Graphics for regressions with a binary response Cook, R. D. https://doi.org/10.2307/2291717
  4. Regression Graphics, Ideas for studying regressions through graphics Cook, R. D.
  5. Journal of the American Statistical Association v.94 Dimension Reduction in Binary Response Regression Cook, R. D.;Lee, H. https://doi.org/10.2307/2669934
  6. Journal of the American Statistical Association v.86 Sliced inverse regression Cook, R. D.;Weisberg, S. https://doi.org/10.2307/2290564
  7. Journal of the American Statistical Association v.86 Sliced inverse regression Cook, R. D.;Weisberg, S. https://doi.org/10.2307/2290564
  8. Australian and New Zealand Journal of Statistics v.43 Special Invited Paper : Dimension Reduction and Visualization in Discriminant Analysis Cook, R. D.;Yin, X. https://doi.org/10.1111/1467-842X.00164
  9. Multivariate Statistics: A Practical Approach Flury, B.;Riedwyl, H.
  10. Journal of the American Statistical Association v.86 Sliced inverse regression for dimension reduction Li, K. C. https://doi.org/10.2307/2290563
  11. Lisp-Stat Tierney, L.
  12. Statistics and Probability Letters v.17 A note on multivariate Box-Cox transformations to normality Velilla, S. https://doi.org/10.1016/0167-7152(93)90209-2