14.1 Tighter stability bounds (a) Assuming the conditions of theorem 14.2 hold, can one hope to guarantee
Question:
14.1 Tighter stability bounds
(a) Assuming the conditions of theorem 14.2 hold, can one hope to guarantee a generalization with slack better than O(1=pm) even if the algorithm is very stable, i.e. ! 0?
(b) Can you show an O(1=m) generalization guarantee if L is bounded by C=pm
(a very strong condition)? If so, how stable does the learning algorithm need to be?
Fantastic news! We've Found the answer you've been seeking!
Step by Step Answer:
Related Book For
Foundations Of Machine Learning
ISBN: 9780262351362
2nd Edition
Authors: Mehryar Mohri, Afshin Rostamizadeh
Question Posted: