Policy learning for many outcomes of interest: Combining optimal policy trees with multi-objective Bayesian optimisation

13 December 2022

Papers citing "Policy learning for many outcomes of interest: Combining optimal policy trees with multi-objective Bayesian optimisation"

14 / 14 papers shown

Title
The Infinitesimal Jackknife and Combinations of Models Indrayudh Ghosal Yunzhe Zhou Giles Hooker 73 4 0 31 Aug 2022
Multi-Objective Hyperparameter Optimization in Machine Learning -- An Overview Florian Karl Tobias Pielok Julia Moosbauer Florian Pfisterer Stefan Coors ... Jakob Richter Michel Lang Eduardo C. Garrido-Merchán Juergen Branke B. Bischl AI4CE 47 60 0 15 Jun 2022
A survey on multi-objective hyperparameter optimization algorithms for Machine Learning A. Hernández I. Nieuwenhuyse Sebastian Rojas Gonzalez 37 101 0 23 Nov 2021
Parallel Bayesian Optimization of Multiple Noisy Objectives with Expected Hypervolume Improvement Sam Daulton Maximilian Balandat E. Bakshy 34 154 0 17 May 2021
Optimal Policy Trees Maxime Amram Jack Dunn Ying Daisy Zhuo CML OffRL 31 33 0 03 Dec 2020
Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization Sam Daulton Maximilian Balandat E. Bakshy 44 241 0 09 Jun 2020
Optimal Sparse Decision Trees Xiyang Hu Cynthia Rudin Margo Seltzer 103 174 0 29 Apr 2019
Offline Multi-Action Policy Learning: Generalization and Optimization Zhengyuan Zhou Susan Athey Stefan Wager OffRL 63 121 0 10 Oct 2018
Confounding-Robust Policy Improvement Nathan Kallus Angela Zhou CML OffRL 228 152 0 22 May 2018
Meta-learners for Estimating Heterogeneous Treatment Effects using Machine Learning Sören R. Künzel Jasjeet Sekhon Peter J. Bickel Bin Yu CML 138 921 0 12 Jun 2017
Generalized Random Forests Susan Athey J. Tibshirani Stefan Wager 216 1,354 0 05 Oct 2016
Recursive Partitioning for Personalization using Observational Data Nathan Kallus CML 138 99 0 31 Aug 2016
Estimation and Inference of Heterogeneous Treatment Effects using Random Forests Stefan Wager Susan Athey SyDa CML 242 2,480 0 14 Oct 2015
Recursive Partitioning for Heterogeneous Causal Effects Susan Athey Guido Imbens CML 152 1,428 0 05 Apr 2015