Maximum Entropy Correlated Equilibria
We study maximum entropy correlated equilibria in (multi-player)games and provide two gradient-based algorithms that are guaranteedto converge to such equilibria. Although we do not provideconvergence rates for these algorithms, they do have strong connectionsto other algorithms (such as iterative s...
| Main Authors: | , , |
|---|---|
| Other Authors: | |
| Language: | en_US |
| Published: |
2006
|
| Subjects: | |
| Online Access: | http://hdl.handle.net/1721.1/31339 |
| _version_ | 1811085595764588544 |
|---|---|
| author | Ortiz, Luis E. Schapire, Robert E. Kakade, Sham M. |
| author2 | Leslie Kaelbling |
| author_facet | Leslie Kaelbling Ortiz, Luis E. Schapire, Robert E. Kakade, Sham M. |
| author_sort | Ortiz, Luis E. |
| collection | MIT |
| description | We study maximum entropy correlated equilibria in (multi-player)games and provide two gradient-based algorithms that are guaranteedto converge to such equilibria. Although we do not provideconvergence rates for these algorithms, they do have strong connectionsto other algorithms (such as iterative scaling) which are effectiveheuristics for tasks such as statistical estimation. |
| first_indexed | 2024-09-23T13:12:06Z |
| id | mit-1721.1/31339 |
| institution | Massachusetts Institute of Technology |
| language | en_US |
| last_indexed | 2024-09-23T13:12:06Z |
| publishDate | 2006 |
| record_format | dspace |
| spelling | mit-1721.1/313392019-04-11T06:23:39Z Maximum Entropy Correlated Equilibria Ortiz, Luis E. Schapire, Robert E. Kakade, Sham M. Leslie Kaelbling Learning and Intelligent Systems Game Theory, Graphical Games, Graphical Models, Normal-form Games, Optimization We study maximum entropy correlated equilibria in (multi-player)games and provide two gradient-based algorithms that are guaranteedto converge to such equilibria. Although we do not provideconvergence rates for these algorithms, they do have strong connectionsto other algorithms (such as iterative scaling) which are effectiveheuristics for tasks such as statistical estimation. 2006-03-20T19:24:59Z 2006-03-20T19:24:59Z 2006-03-20 MIT-CSAIL-TR-2006-021 http://hdl.handle.net/1721.1/31339 en_US Massachusetts Institute of Technology Computer Science and Artificial Intelligence Laboratory 15 p. 301190 bytes 876790 bytes application/pdf application/postscript application/pdf application/postscript |
| spellingShingle | Game Theory, Graphical Games, Graphical Models, Normal-form Games, Optimization Ortiz, Luis E. Schapire, Robert E. Kakade, Sham M. Maximum Entropy Correlated Equilibria |
| title | Maximum Entropy Correlated Equilibria |
| title_full | Maximum Entropy Correlated Equilibria |
| title_fullStr | Maximum Entropy Correlated Equilibria |
| title_full_unstemmed | Maximum Entropy Correlated Equilibria |
| title_short | Maximum Entropy Correlated Equilibria |
| title_sort | maximum entropy correlated equilibria |
| topic | Game Theory, Graphical Games, Graphical Models, Normal-form Games, Optimization |
| url | http://hdl.handle.net/1721.1/31339 |
| work_keys_str_mv | AT ortizluise maximumentropycorrelatedequilibria AT schapireroberte maximumentropycorrelatedequilibria AT kakadeshamm maximumentropycorrelatedequilibria |