Using Confidence Bounds for Exploitation-Exploration Trade-offs

@article{citeulike:2561921, address = {Cambridge, MA, USA}, author = {Auer, Peter }, citeulike-article-id = {2561921}, comment = {Journal version of Auer's 2000 paper "Using Upper Confidence Bounds for Online Learning".}, issn = {1533-7928}, journal = {The Journal of Machine Learning Research}, keywords = {adaptive\_adversarial, bandit\_problem, confidence\_bounds, exploitation\_exploration}, pages = {397--422}, posted-at = {2008-03-19 14:46:09}, priority = {0}, publisher = {MIT Press}, title = {Using Confidence Bounds for Exploitation-Exploration Trade-offs}, url = {http://portal.acm.org/citation.cfm?id=944941}, volume = {3}, year = {2003} }

TY - JOUR ID - citeulike:2561921 L3 - citeulike-article-id:2561921 TI - Using Confidence Bounds for Exploitation-Exploration Trade-offs JF - The Journal of Machine Learning Research VL - 3 SP - 397 EP - 422 AD - Cambridge, MA, USA PB - MIT Press SN - 1533-7928 KW - adaptive_adversarial KW - bandit_problem KW - confidence_bounds KW - exploitation_exploration N1 - Journal version of Auer's 2000 paper "Using Upper Confidence Bounds for Online Learning". AU - Auer, Peter PY - 2003/// UR - http://portal.acm.org/citation.cfm?id=944941 ER -