The best replacement for discriminant analysis is logistic regression.

The best alternatives to discriminant analysis are rated as following:
★★★★★  logistic regression
★★  factor analysis
★★  cluster analysis
★  manova
★  principal component analysis
  multinomial logistic regression
  linear discriminant analysis

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discriminant analysis
logistic regression
factor analysis