Representation Learning for Integrating Multi-domain Outcomes to Optimize Individualized Treatments

30 October 2020

Papers citing "Representation Learning for Integrating Multi-domain Outcomes to Optimize Individualized Treatments"

7 / 7 papers shown

Title
Adapting Neural Networks for the Estimation of Treatment Effects Claudia Shi David M. Blei Victor Veitch CML 148 376 0 05 Jun 2019
Deep Reinforcement Learning for Dynamic Treatment Regimes on Medical Registry Data Y. Liu Ning Liu B. Logan Zhiyuan Xu Jian Tang Yanzhi Wang OffRL OOD 64 104 0 28 Jan 2018
Deep Counterfactual Networks with Propensity-Dropout Ahmed Alaa M. Weisz M. Schaar CML OOD BDL 44 86 0 19 Jun 2017
Causal Effect Inference with Deep Latent-Variable Models Christos Louizos Uri Shalit Joris Mooij David Sontag R. Zemel Max Welling CML BDL 209 747 0 24 May 2017
Estimation and Inference of Heterogeneous Treatment Effects using Random Forests Stefan Wager Susan Athey SyDa CML 354 2,490 0 14 Oct 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,312 0 22 Dec 2014
Performance guarantees for individualized treatment rules Min Qian Susan Murphy 311 558 0 17 May 2011