In this study, we consider some theory of Bayes rule and discriminant analysis to establish asymptotics of linear and quadratic discriminant rules. Effect of deviation from property of spherical symmetry is investigated and optimal performances of discriminant rules are demonstrated using simulation and real life applications.
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