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Statistical vs Discriminant Approach. Parametric/non-parametric density estimation techniques find the decision boundaries by first estimating the probability distribution of the patterns belonging to each class.In the discriminant-based approach, the decision boundary is constructed explicitly. Knowledge of the form of the probability distribution is not required..

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