Problem 2 (10 points). This question is about the discriminant analysis method that we discussed in the class. Suppose that you have a dataset with two classes, Class 0 and Class 1, and that you are trying to classify an object O using the method and you calculated the distance between O and the centroids of the two classes and obtained the following:

Squared distance to Class 0: 1.3871

Squared distance to Class 1: 3.7342

Calculate the probability that the object O belongs to Class 1