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