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Master algorithms for active experts problems based on increasing loss values

Poland, Jan; Hutter, Marcus

Description

We specify an experts algorithm with the following characteristics: (a) it uses only feedback from the actions actually chosen (bandit setup), (b) it can be applied with countably infinite expert classes, and (c) it copes with losses that may grow in time appropriately slowly. We prove loss bounds against an adaptive adversary. From this, we obtain master algorithms for ``active...[Show more]

CollectionsANU Research Publications
Type: Conference paper
URI: http://hdl.handle.net/1885/15052

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