Balancing, Regression, Difference-In-Differences and Synthetic Control Methods: A Synthesis

25 October 2016

Papers citing "Balancing, Regression, Difference-In-Differences and Synthetic Control Methods: A Synthesis"

38 / 38 papers shown

Title
Causal Imputation for Counterfactual SCMs: Bridging Graphs and Latent Factor Models Alvaro Ribot C. Squires Caroline Uhler 28 1 0 22 Feb 2024
Inference for Synthetic Controls via Refined Placebo Tests Lihua Lei Timothy Sudijono 26 4 0 13 Jan 2024
Identification and Inference for Synthetic Controls with Confounding Guido Imbens Davide Viviano CML 22 2 0 01 Dec 2023
Asymptotically Unbiased Synthetic Control Methods by Density Matching Masahiro Kato Akari Ohda 42 1 0 20 Jul 2023
Adaptive Principal Component Regression with Applications to Panel Data Anish Agarwal Keegan Harris Justin Whitehouse Zhiwei Steven Wu 23 5 0 03 Jul 2023
A Cross-Moment Approach for Causal Effect Estimation Yaroslav Kivva Saber Salehkaleybar Negar Kiyavash CML 18 3 0 09 Jun 2023
Double and Single Descent in Causal Inference with an Application to High-Dimensional Synthetic Control Jann Spiess Guido Imbens A. Venugopal CML 36 8 0 01 May 2023
Differentially Private Synthetic Control Saeyoung Rho Rachel Cummings V. Misra 16 2 0 24 Mar 2023
Estimating Treatment Effects from Irregular Time Series Observations with Hidden Confounders Defu Cao James Enouen Yujing Wang Xiangchen Song Chuizheng Meng Hao Niu Yan Liu CML 32 21 0 04 Mar 2023
Bounded (O(1)) Regret Recommendation Learning via Synthetic Controls Oracle Hyunwook Kang P. R. Kumar OffRL 25 1 0 29 Jan 2023
Causal Inference (C-inf) -- asymmetric scenario of typical phase transitions A. Capponi M. Stojnic 35 4 0 02 Jan 2023
Causal Inference (C-inf) -- closed form worst case typical phase transitions A. Capponi M. Stojnic 13 2 0 02 Jan 2023
Heterogeneous Synthetic Learner for Panel Data Ye Shen Runzhe Wan Hengrui Cai Rui Song 21 1 0 30 Dec 2022
Strategyproof Decision-Making in Panel Data Settings and Beyond Keegan Harris Anish Agarwal Chara Podimata Zhiwei Steven Wu 14 5 0 25 Nov 2022
Synthetic Blip Effects: Generalizing Synthetic Controls for the Dynamic Treatment Regime Anish Agarwal Vasilis Syrgkanis CML 20 3 0 20 Oct 2022
Causal Effect Estimation with Global Probabilistic Forecasting: A Case Study of the Impact of Covid-19 Lockdowns on Energy Demand Ankitha Nandipura Prasanna Priscila Grecov Angela Dieyu Weng Christoph Bergmeir 22 0 0 19 Sep 2022
Forecasting Algorithms for Causal Inference with Panel Data Jacob Goldin Julian Nyarko Justine Young CML AI4TS 19 1 0 06 Aug 2022
SCouT: Synthetic Counterfactuals via Spatiotemporal Transformers for Actionable Healthcare Bhishma Dedhia Roshini Balasubramanian N. Jha MedIm 14 4 0 09 Jul 2022
Predictor Selection for Synthetic Controls Jaume Vives-i-Bastida 19 4 0 22 Mar 2022
Synthetic Control As Online Linear Regression Jiafeng Chen OffRL 27 16 0 17 Feb 2022
Synthetically Controlled Bandits Vivek Farias C. Moallemi Tianyi Peng Andrew Zheng 25 13 0 14 Feb 2022
Synthetic Design: An Optimization Approach to Experimental Design with Synthetic Controls Nick Doudchenko Khashayar Khosravi Jean Pouget-Abadie Sébastien Lahaie Miles Lubin Vahab Mirrokni Jann Spiess Guido Imbens 9 12 0 01 Dec 2021
Learning Treatment Effects in Panels with General Intervention Patterns Vivek F. Farias Andrew A. Li Tianyi Peng CML 13 10 0 05 Jun 2021
Least Squares with Error in Variables David A. Hirshberg 19 7 0 18 Apr 2021
Dynamic covariate balancing: estimating treatment effects over time with potential local projections Davide Viviano Jelena Bradic 32 0 0 01 Mar 2021
Policy Analysis using Synthetic Controls in Continuous-Time Alexis Bellot M. Schaar OffRL 19 17 0 02 Feb 2021
Assessing the Impact: Does an Improvement to a Revenue Management System Lead to an Improved Revenue? G. Laage Emma Frejinger Andrea Lodi Guillaume Rabusseau 11 0 0 13 Jan 2021
Do We Exploit all Information for Counterfactual Analysis? Benefits of Factor Models and Idiosyncratic Correction Jianqing Fan Ricardo P. Masini M. C. Medeiros 27 13 0 08 Nov 2020
Optimal Experimental Design for Staggered Rollouts Ruoxuan Xiong Susan Athey Mohsen Bayati Guido Imbens 21 38 0 09 Nov 2019
Generative Learning of Counterfactual for Synthetic Control Applications in Econometrics Chirag Modi U. Seljak CML 16 6 0 16 Oct 2019
A Self-supervised Approach to Hierarchical Forecasting with Applications to Groupwise Synthetic Controls Konstantin Mishchenko Mallory Montgomery F. Vaggi AI4TS 16 11 0 25 Jun 2019
Synthetic learner: model-free inference on treatments over time Davide Viviano Jelena Bradic CML 14 19 0 02 Apr 2019
Machine Learning Methods Economists Should Know About Susan Athey Guido Imbens 32 670 0 24 Mar 2019
On Robustness of Principal Component Regression Anish Agarwal Devavrat Shah Dennis Shen Dogyoon Song 18 81 0 28 Feb 2019
Implementing Convex Optimization in R: Two Econometric Examples Zhan Gao Zhentao Shi 19 1 0 27 Jun 2018
RNN-based counterfactual prediction, with an application to homestead policy and public schooling Jason Poulos Shuxi Zeng 30 10 0 10 Dec 2017
Robust Synthetic Control M. Amjad Devavrat Shah Dennis Shen 18 142 0 18 Nov 2017
Matrix Completion Methods for Causal Panel Data Models Susan Athey Mohsen Bayati Nikolay Doudchenko Guido Imbens Khashayar Khosravi 30 412 0 27 Oct 2017