On distributed cooperative decision-making in multiarmed bandits
Author(s): Landgren, P; Srivastava, V; Leonard, NE
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| DC Field | Value | Language |
|---|---|---|
| dc.contributor.author | Landgren, P | en_US |
| dc.contributor.author | Srivastava, V | en_US |
| dc.contributor.author | Leonard, NE | en_US |
| dc.date.accessioned | 2018-07-20T15:09:14Z | - |
| dc.date.available | 2018-07-20T15:09:14Z | - |
| dc.date.issued | 2017-01-06 | en_US |
| dc.identifier.citation | Landgren, P, Srivastava, V, Leonard, NE. (2017). On distributed cooperative decision-making in multiarmed bandits. 2016 European Control Conference, ECC 2016, 243 - 248. doi:10.1109/ECC.2016.7810293 | en_US |
| dc.identifier.uri | http://arks.princeton.edu/ark:/88435/pr12m3g | - |
| dc.description.abstract | © 2016 EUCA. We study the explore-exploit tradeoff in distributed cooperative decision-making using the context of the multiarmed bandit (MAB) problem. For the distributed cooperative MAB problem, we design the cooperative UCB algorithm that comprises two interleaved distributed processes: (i) running consensus algorithms for estimation of rewards, and (ii) upper-confidence-bound-based heuristics for selection of arms. We rigorously analyze the performance of the cooperative UCB algorithm and characterize the influence of communication graph structure on the decision-making performance of the group. | en_US |
| dc.format.extent | 243 - 248 | en_US |
| dc.relation.ispartof | 2016 European Control Conference, ECC 2016 | en_US |
| dc.title | On distributed cooperative decision-making in multiarmed bandits | en_US |
| dc.type | Conference Proceeding | - |
| dc.identifier.doi | doi:10.1109/ECC.2016.7810293 | en_US |
| pu.type.symplectic | http://www.symplectic.co.uk/publications/atom-terms/1.0/conference-proceeding | en_US |
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| On distributed cooperative decision-making in multiarmed bandits.pdf | 1.17 MB | Adobe PDF | View/Download |
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