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Adaptive Online Prediction by Following the Perturbed Leader

Hutter, Marcus; Poland, Jan

Description

When applying aggregating strategies to Prediction with Expert Advice (PEA), the learning rate must be adaptively tuned. The natural choice of √complexity/current loss renders the analysis of Weighted Majority (WM) derivatives quite complicated. In part

CollectionsANU Research Publications
Date published: 2005
Type: Journal article
URI: http://hdl.handle.net/1885/57847
Source: Journal of Machine Learning Research

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