@article{BeygelzimerLLRS11, author = {Alina Beygelzimer and John Langford and Lihong Li and Lev Reyzin and Robert E. Schapire}, title = {Contextual Bandit Algorithms with Supervised Learning Guarantees}, journal = {Journal of Machine Learning Research - Proceedings Track}, volume = {15}, year = {2011}, pages = {19-26}, }