Question: Consider a k-NN classifier for a 2-class problem. A) What is its expected (classification) loss and how does it compare to the Bayes optimal, when

Consider a k-NN classifier for a 2-class problem.

A) What is its expected (classification) loss and how does it compare to the Bayes optimal, when k = 3, assuming you have sufficiently many data points?

B) How does the empirical loss of 3-NN compare to the Bayes optimal? (Recall that the empirical loss of 1-NN is zero).

Step by Step Solution

There are 3 Steps involved in it

1 Expert Approved Answer
Step: 1 Unlock blur-text-image
Question Has Been Solved by an Expert!

Get step-by-step solutions from verified subject matter experts

Step: 2 Unlock
Step: 3 Unlock

Students Have Also Explored These Related Databases Questions!