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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 points: Recall that Logistic Regression is a Discriminative Model.In other words, given a set of parameters theta we model pyxtheta Consider a slightly different binaryclassification model where:pyxtheta expy theta T xsigma Here xtheta in Rd y in 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 inthis 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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