3 papers
cs.LG2021
Neural Active Learning with Performance Guarantees
Pranjal Awasthi, Christoph Dann, Claudio Gentile +2
We investigate the problem of active learning in the streaming setting in non-parametric regimes, where the labels are stochastically generated from a class of functions on which w…
cs.LG2019
New Potential-Based Bounds for the Geometric-Stopping Version of Prediction with Expert Advice
Vladimir A. Kobzar, Robert V. Kohn, Zhilei Wang
This work addresses the classic machine learning problem of online prediction with expert advice. A new potential-based framework for the fixed horizon version of this problem has…
cs.LG2019
New Potential-Based Bounds for Prediction with Expert Advice
Vladimir A. Kobzar, Robert V. Kohn, Zhilei Wang
This work addresses the classic machine learning problem of online prediction with expert advice. We consider the finite-horizon version of this zero-sum, two-person game. Using ve…