10 citations · 18 across the 10 of their papers we have counts for
3 papers · 1 filter
EE-Grad: Exploration and Exploitation for Cost-Efficient Mini-Batch SGD
Mehmet A. Donmez, Maxim Raginsky, Andrew C. Singer
We present a generic framework for trading off fidelity and cost in computing stochastic gradients when the costs of acquiring stochastic gradients of different quality are not kno…
A Deterministic Analysis of an Online Convex Mixture of Expert Algorithms
Mehmet A. Donmez, Sait Tunc, Suleyman S. Kozat
We analyze an online learning algorithm that adaptively combines outputs of two constituent algorithms (or the experts) running in parallel to model an unknown desired signal. This…
Adaptive Mixture Methods Based on Bregman Divergences
Mehmet A. Donmez, Huseyin A. Inan, Suleyman S. Kozat
We investigate adaptive mixture methods that linearly combine outputs of constituent filters running in parallel to model a desired signal. We use "Bregman divergences" and obt…