Nathaniel Korda

Publication Activity (10 Years)

Years Active: 2012-2021
Publications (10 Years): 1

Top Topics

Temporal Difference

Policy Iteration

Top Venues

Publications

Prashanth L. A., Nathaniel Korda, Rémi Munos
Concentration bounds for temporal difference learning with linear function approximation: the case of batch data and uniform sampling. Mach. Learn. 110 (3) (2021)
Nathaniel Korda, Prashanth L. A.
On TD(0) with function approximation: Concentration bounds and a centered variant with exponential convergence. ICML (2015)
Nathaniel Korda, Prashanth L. A., Rémi Munos
Fast Gradient Descent for Drifting Least Squares Regression, with Application to Bandits. AAAI (2015)
Prashanth L. A., Nathaniel Korda, Rémi Munos
Fast LSTD Using Stochastic Approximation: Finite Time Analysis and Application to Traffic Control. ECML/PKDD (2) (2014)
Nathaniel Korda, Prashanth L. A.
On TD(0) with function approximation: Concentration bounds and a centered variant with exponential convergence. CoRR (2014)
Nathaniel Korda, Prashanth L. A., Rémi Munos
Online gradient descent for least squares regression: Non-asymptotic bounds and application to bandits. CoRR (2013)
Michal Valko, Nathaniel Korda, Rémi Munos, Ilias N. Flaounas, Nello Cristianini
Finite-Time Analysis of Kernelised Contextual Bandits. UAI (2013)
Michal Valko, Nathaniel Korda, Rémi Munos, Ilias N. Flaounas, Nello Cristianini
Finite-Time Analysis of Kernelised Contextual Bandits. CoRR (2013)
Nathaniel Korda, Emilie Kaufmann, Rémi Munos
Thompson Sampling for 1-Dimensional Exponential Family Bandits. NIPS (2013)
Prashanth L. A., Nathaniel Korda, Rémi Munos
Analysis of stochastic approximation for efficient least squares regression and LSTD. CoRR (2013)
Emilie Kaufmann, Nathaniel Korda, Rémi Munos
Thompson Sampling: An Asymptotically Optimal Finite-Time Analysis. ALT (2012)
Emilie Kaufmann, Nathaniel Korda, Rémi Munos
Thompson Sampling: An Optimal Finite Time Analysis CoRR (2012)