Open problem: Adversarial multiarmed bandits with limited advice
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Description
Adversarial multiarmed bandits with expert advice is one of the fundamental problems in studying the exploration-exploitation trade-o. It is known that if we observe the advice of all experts on every round we can achieve O(√KTlnN) regret, where K is the number of arms, T is the number of game rounds, and N is the number of experts. It is also known that if we observe the advice of just one expert on every round, we can achieve regret of order O(√NT). Our open problem is what can be achieved by asking M experts on every round, where 1 < M < N.
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| ID Code: | 70844 |
|---|---|
| Item Type: | Chapter in Book, Report or Conference volume (Conference contribution) |
| Measurements or Duration: | 6 pages |
| ISBN: | 1938-7228 |
| Pure ID: | 32492318 |
| Divisions: | Past > QUT Faculties & Divisions > Science & Engineering Faculty |
| Funding: | |
| Copyright Owner: | CopyrightOwner{Copyright 2013 The Author(s)}CopyrightOwner |
| Copyright Statement: | This work is covered by copyright. Unless the document is being made available under a Creative Commons Licence, you must assume that re-use is limited to personal use and that permission from the copyright owner must be obtained for all other uses. If the document is available under a Creative Commons License (or other specified license) then refer to the Licence for details of permitted re-use. It is a condition of access that users recognise and abide by the legal requirements associated with these rights. If you believe that this work infringes copyright please provide details by email to qut.copyright@qut.edu.au |
| Deposited On: | 01 May 2014 01:34 |
| Last Modified: | 14 Mar 2024 00:45 |
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