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Discriminative Models ( 6 points ) : Recall that Logistic Regression is a Discriminative Model. In other words, given a set of parameters theta

Discriminative Models (6 points): Recall that Logistic Regression is a Discriminative Model. In other words, given a set of parameters \theta , we model p(y|x,\theta ). Consider a slightly different binary classification model where: p(y|x,\theta ) exp((y \theta T x)2/\sigma 2)(1) Here x,\theta in Rd, y in {1,+1}. Answer the following questions: Derive the decision boundaries in the above case. Derive the Conditional MLE estimator of \theta . What would be a good choice for the prior model (Hint: what would be the conjugate prior in this case?). Derive the MAP estimator with this prior. Finally, is this a good choice for classification? IF Yes, why and is No, why not?

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