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Original Articles

Classification with discrete and continuous variables via general mixed-data models

, &
Pages 1021-1032 | Received 24 May 2009, Accepted 16 Feb 2010, Published online: 07 Feb 2011

References

  • Bar-Hen , A. and Daudin , J.-J. 2007 . “ Discriminant analysis based on continuous and discrete variables ” . In Statistical Methods for Biostatistics and Related Fields , Edited by: Härdle , W. , Mori , Y. and Vieu , P. 3 – 28 . Berlin : Springer .
  • Bishop , Y. M. , Fienberg , S. E. and Holland , P. W. 1975 . Discrete Multivariate Analysis: Theory and Practice , MA : MIT Press .
  • Bjornson , C. L. , Klassen , T. P. , Williamson , J. , Brant , R. , Mitton , C. , Plint , A. , Bulloch , B. , Evered , L. and Johnson , D. W. 2004 . A randomized trial of a single dose of oral Dexamethasone for mild croup . New Engl. J. Med. , 351 : 1306 – 1313 .
  • Chang , P. C. and Afifi , A. A. 1974 . Classifcation based on dichotomous and continuous variables . J. Am. Stat. Assoc. , 69 : 336 – 339 .
  • Cox , D. R. and Wermuth , N. 1996 . Multivariate Dependencies: Models, Analysis and Interpretation , Boca Raton : Chapman & Hall .
  • Cuadras , C. M. 1992 . Some examples of distance based discrimination . Biometrical Lett. , 29 : 3 – 20 .
  • Cuadras , C. M. , Fortiana , J. and Oliva , F. 1997 . The proximity of an individual to a population with applications in discriminant analysis . J. Classif. , 14 : 117 – 136 .
  • de Leon , A. R. and Carrière , K. C. 2005 . A generalized Mahalanobis distance for mixed data . J. Multivariate Anal. , 92 : 174 – 185 .
  • de Leon , A. R. and Carrière , K. C. 2007 . General mixed-data model: extension of general location and grouped continuous models . Can. J. Stat. , 35 : 533 – 548 .
  • Godambe , V. P. 1991 . Estimating Functions , Oxford : Oxford University Press .
  • Johnson , R. A. and Wichern , D. W. 2007 . Applied Multivariate Statistical Analysis , 6 , New York : Prentice Hall .
  • Krzanowski , W. J. 1975 . Discrimination and classification using both binary and continuous variables . J. Am. Stat. Assoc. , 70 : 782 – 790 .
  • Krzanowski , W. J. 1993 . The location model for mixtures of categorical and continuous variables . J. Classif. , 10 : 25 – 49 .
  • Lee , S.-Y. , Song , X.-Y. and Lu , B. 2007 . Discriminant analysis using mixed continuous, dichotomous, and ordered categorical variables . Multivariate Behav. Res. , 42 : 631 – 645 .
  • Mahat , N. I. , Krzanowski , W. J. and Hernandez , A. 2007 . Variable selection in discriminant analysis based on the location model for mixed variables . Adv. Data Anal. Classif. , 1 : 105 – 122 .
  • Nakanishi , H. 2003 . Tests of hypotheses for the distance between populations on the mixture of categorical and continuous variables . J. Jpn Soc. Comput. Stat. , 16 : 53 – 62 .
  • Nuñez , M. , Villaroya , A. and Oller , J. M. 2003 . Minimum distance probability discriminant analysis for mixed variables . Biometrics , 59 : 248 – 253 .
  • Olkin , I. and Tate , R. F. 1961 . Multivariate correlation models with mixed discrete and continuous variables . Ann. Math. Stat. , 32 : 448 – 465 .
  • Olsson , U. , Drasgow , F. and Dorans , N. J. 1979 . On the robustness of factor analysis against crude classification of the observations . Multivariate Behav. Res. , 14 : 485 – 500 .
  • Poon , W.-Y. and Lee , S.-Y. 1987 . Maximum likelihood estimation of multivariate polyserial and polychoric correlation coefficients . Psychometrika , 52 : 409 – 430 . (correction in 53, p. 301)
  • Schafer , J. L. 1997 . Analysis of Incomplete Multivariate Data , New York : Chapman & Hall .
  • Tan , M. , Qu , Y. and Rao , J. S. 1999 . Robustness of the latent variable model for correlated binary data . Biometrics , 55 : 258 – 263 .
  • Villaroya , A. , Riós , M. and Oller , J. M. 1995 . Discriminant analysis algorithm based on a distance function and on a Bayesian decision . Biometrics , 51 : 908 – 919 .

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