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Consider a binary classification problem in which each observation xn is known to belong to one of two classes, corresponding to t = 0 and
Consider a binary classification problem in which each observation xn is known to belong to one of two classes, corresponding to t = 0 and t = 1, and suppose that the procedure for collecting training data is imperfect, so that training points are sometimes mislabelled. For every data point xn, instead of having a value t for the class label, we have instead a value n representing the probability that tn = 1. Given a probabilistic model p(t = 1|), write down the log likelihood function appropriate to such a data set.
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