Korda, Nathaniel
- Finite-Time Analysis of Kernelised Contextual Bandits
2013/09/26 by Michal Valko, Valko, Michal, Nathan Korda +7 · 17 citations
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Smart Grid Energy Management
- Thompson Sampling: An Asymptotically Optimal Finite Time Analysis
2012/05/18 by Emilie Kaufmann, Nathaniel Korda, Kaufmann, Emilie +3 · 14 citations
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Smart Grid Energy Management
- Thompson Sampling for 1-Dimensional Exponential Family Bandits
2013/07/12 by Korda, Nathaniel, Kaufmann, Emilie, Munos, Remi · 3 citations
#FOS: Computer and information sciences #Machine Learning (stat.ML)
- Concentration bounds for temporal difference learning with linear function approximation: The case of batch data and uniform sampling
2013/06/11 by L. A. Prashanth, Prashanth, L. A., Nathaniel Korda +3 · 2 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Age of Information Optimization #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Stochastic Gradient Optimization Techniques
- On TD(0) with function approximation: Concentration bounds and a centered variant with exponential convergence
2014/11/12 by Nathaniel Korda, L. A. Prashanth, Korda, Nathaniel +1 · 2 citations
Computer Science · Decision Sciences · #Reinforcement Learning in Robotics #Machine Learning and Algorithms #Advanced Bandit Algorithms Research