Question: Question 4 - PAC, VC dimension, Bias vs Variance Section 1 A circle ( r , c ) is defined by its center c and
Question PAC, VC dimension, Bias vs Variance
Section
A circle is defined by its center and its radius Look at the following classifiers family:
:rinR, where iff inside the circle
Find the VCdim of this class with full proof.
Section
Consider a training set dots, where In other words, each sample has Boolean features You are also given the classification rule
We try to learn the function : using a "depth decision trees". A "depth decision tree" is a tree with two leaves, all distance from the root.
Analyze this problem and decide the appropriate sample complexity formula. Justify your answer.
Section
Dana was given a hard classification problem and she decided to use SVM with polynomial kernel with For each degree, she tried to training samples, with jumps of
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