John Langford

Publications by Year

Research Areas

Machine Learning and Algorithms, Advanced Bandit Algorithms Research, Machine Learning and Data Classification, Reinforcement Learning in Robotics, Data Stream Mining Techniques

Most-Cited Works

• → A Global Geometric Framework for Nonlinear Dimensionality Reduction(2000)13,616 cited
• → A contextual-bandit approach to personalized news article recommendation(2010)2,460 cited
• → Proceedings of the 29th International Conference on Machine Learning (ICML-12)(2012)1,613 cited
• → CAPTCHA: Using Hard AI Problems for Security(2003)1,448 cited
• → Feature hashing for large scale multitask learning(2009)928 cited
• → Telling humans and computers apart automatically(2004)903 cited
• → Cover trees for nearest neighbor(2006)825 cited
• → Cost-sensitive learning by cost-proportionate example weighting(2004)672 cited
• Approximately Optimal Approximate Reinforcement Learning(2002)
• → Unbiased offline evaluation of contextual-bandit-based news article recommendation algorithms(2011)461 cited