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Second-order Quantile Methods for Experts and Combinatorial Games

Published on Aug 20, 20151801 Views

Wouter M. Koolen

We aim to design strategies for sequential decision making that adjust to the difficulty of the learning problem. We study this question both in the setting of prediction with expert advice, and for m

COLT 2015 - Paris

Related categories

Active LearningComputational Learning TheoryOn-line LearningReinforcement LearningSemi-supervised Learning

Chapter list

Second-order Quantile Methods for Experts and Combinatorial Games00:00
Keep it simple: expert setting00:06
Beyond the Worst Case - 100:36
Beyond the Worst Case - 200:51
Beyond the Worst Case - 301:16
Beyond the Worst Case - 401:26
Beyond the Worst Case - 501:48
Beyond the Worst Case - 601:59
All we need is the right learning rate02:13
But everyone struggles with the learning rate02:56
Learning the learning rate04:04