Some methods for heterogeneous treatment effect estimation in high-dimensions

1 July 2017

Papers citing "Some methods for heterogeneous treatment effect estimation in high-dimensions"

25 / 25 papers shown

Title
Overview and practical recommendations on using Shapley Values for identifying predictive biomarkers via CATE modeling David Svensson Erik Hermansson N. Nikolaou Konstantinos Sechidis Ilya Lipkovich CML 61 0 0 02 May 2025
Practical Marketplace Optimization at Uber Using Causally-Informed Machine Learning Bobby Chen Siyu Chen Jason Dowlatabadi Yu Xuan Hong Vinayak Iyer ... Kaichen Wei Chen Xu Jingnan Yang Allen T. Zhang Guoqing Zhang OffRL 42 0 0 26 Jul 2024
Triple/Debiased Lasso for Statistical Inference of Conditional Average Treatment Effects Masahiro Kato CML 41 1 0 05 Mar 2024
Federated Learning for Estimating Heterogeneous Treatment Effects Disha Makhija Joydeep Ghosh Yejin Kim CML FedML 43 2 0 27 Feb 2024
Learning Prescriptive ReLU Networks Wei-Ju Sun Asterios Tsiourvas 21 2 0 01 Jun 2023
How to select predictive models for causal inference? M. Doutreligne Gaël Varoquaux ELM CML 29 2 0 01 Feb 2023
Data-Driven Estimation of Heterogeneous Treatment Effects Christopher Tran Keith Burghardt Kristina Lerman Elena Zheleva CML 32 1 0 16 Jan 2023
An Adaptive Kernel Approach to Federated Learning of Heterogeneous Causal Effects Thanh Vinh Vo Arnab Bhattacharyya Young Lee Tze-Yun Leong FedML 25 19 0 01 Jan 2023
A Double Machine Learning Trend Model for Citizen Science Data Daniel Fink A. Johnston Matthew Strimas‐Mackey T. Auer W. Hochachka ... Lauren Oldham Jaromczyk O. Robinson Christopher Wood S. Kelling A. Rodewald 26 15 0 27 Oct 2022
What Makes Forest-Based Heterogeneous Treatment Effect Estimators Work? Susanne Dandl Torsten Hothorn H. Seibold Erik Sverdrup Stefan Wager A. Zeileis CML 42 11 0 21 Jun 2022
Efficient Heterogeneous Treatment Effect Estimation With Multiple Experiments and Multiple Outcomes Leon Yao Caroline Lo Israel Nir S. Tan Ariel Evnine Adam Lerer A. Peysakhovich CML 29 6 0 10 Jun 2022
Meta-Analysis of Randomized Experiments with Applications to Heavy-Tailed Response Data Nilesh Tripuraneni Dhruv Madeka Dean Phillips Foster Dominique C. Perrault-Joncas Michael I. Jordan 26 5 0 14 Dec 2021
DoWhy: Addressing Challenges in Expressing and Validating Causal Assumptions Amit Sharma Vasilis Syrgkanis Cheng Zhang Emre Kıcıman 24 26 0 27 Aug 2021
Federated Estimation of Causal Effects from Observational Data Thanh Vinh Vo T. Hoang Young Lee Tze-Yun Leong FedML CML 28 13 0 31 May 2021
Conditional Distributional Treatment Effect with Kernel Conditional Mean Embeddings and U-Statistic Regression Junhyung Park Uri Shalit Bernhard Schölkopf Krikamol Muandet CML 21 31 0 16 Feb 2021
Estimating Individual Treatment Effects using Non-Parametric Regression Models: a Review A. Caron G. Baio I. Manolopoulou CML 33 52 0 14 Sep 2020
Response Transformation and Profit Decomposition for Revenue Uplift Modeling R. M. Gubela Stefan Lessmann S. Jaroszewicz OffRL 25 51 0 20 Nov 2019
Group Average Treatment Effects for Observational Studies D. Jacob CML 20 20 0 07 Nov 2019
An introduction to flexible methods for policy evaluation M. Huber CML 27 7 0 01 Oct 2019
Affordable Uplift: Supervised Randomization in Controlled Experiments Johannes Haupt D. Jacob R. M. Gubela Stefan Lessmann 27 5 0 01 Oct 2019
Synthetic learner: model-free inference on treatments over time Davide Viviano Jelena Bradic CML 22 19 0 02 Apr 2019
A comparison of methods for model selection when estimating individual treatment effects Alejandro Schuler M. Baiocchi Robert Tibshirani N. Shah CML 15 57 0 14 Apr 2018
Synth-Validation: Selecting the Best Causal Inference Method for a Given Dataset Alejandro Schuler Kenneth Jung Robert Tibshirani Trevor Hastie N. Shah CML 20 27 0 31 Oct 2017
Meta-learners for Estimating Heterogeneous Treatment Effects using Machine Learning Sören R. Künzel Jasjeet Sekhon Peter J. Bickel Bin Yu CML 27 899 0 12 Jun 2017
ranger: A Fast Implementation of Random Forests for High Dimensional Data in C++ and R Marvin N. Wright A. Ziegler 113 2,735 0 18 Aug 2015