Counterfactual Reasoning and Learning Systems

Counterfactual Reasoning and Learning Systems

11 September 2012

Denis Xavier Charles

D. M. Chickering

Patrice Y. Simard

Papers citing "Counterfactual Reasoning and Learning Systems"

13 / 363 papers shown

Title
Doubly Robust Off-policy Value Evaluation for Reinforcement Learning Nan Jiang Lihong Li OffRL 20 615 0 11 Nov 2015
Modeling User Exposure in Recommendation Dawen Liang Laurent Charlin James McInerney David M. Blei 14 385 0 23 Oct 2015
Unbiased Bayesian Inference for Population Markov Jump Processes via Random Truncations Anastasis Georgoulas J. Hillston G. Sanguinetti 28 39 0 28 Sep 2015
Evaluation of Explore-Exploit Policies in Multi-result Ranking Systems Dragomir Yankov P. Berkhin Lihong Li OffRL 11 7 0 28 Apr 2015
Doubly Robust Policy Evaluation and Optimization Miroslav Dudík D. Erhan John Langford Lihong Li OffRL 35 281 0 10 Mar 2015
Contextual Semibandits via Supervised Learning Oracles A. Krishnamurthy Alekh Agarwal Miroslav Dudík OffRL 23 21 0 20 Feb 2015
Off-policy evaluation for MDPs with unknown structure Assaf Hallak François Schnitzler Timothy A. Mann Shie Mannor OffRL 19 27 0 11 Feb 2015
Counterfactual Risk Minimization: Learning from Logged Bandit Feedback Adith Swaminathan Thorsten Joachims OffRL 32 165 0 09 Feb 2015
Long-term causal effects via behavioral game theory Panagiotis P. Toulis David C. Parkes CML 29 2 0 10 Jan 2015
Causal inference using invariant prediction: identification and confidence intervals J. Peters Peter Buhlmann N. Meinshausen OOD 39 955 0 06 Jan 2015
On Minimax Optimal Offline Policy Evaluation Lihong Li Rémi Munos Csaba Szepesvári OffRL 24 16 0 12 Sep 2014
Counterfactual Estimation and Optimization of Click Metrics for Search Engines Lihong Li Shunbao Chen Jim Kleban Ankur Gupta CML OffRL 26 31 0 07 Mar 2014
Bayesian Inference for Hybrid Discrete-Continuous Stochastic Kinetic Models Chris Sherlock Andrew Golightly Colin S. Gillespie 24 23 0 26 Feb 2014