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On the role of surrogates in the efficient estimation of treatment
  effects with limited outcome data
v1v2v3 (latest)

On the role of surrogates in the efficient estimation of treatment effects with limited outcome data

27 March 2020
Nathan Kallus
Xiaojie Mao
ArXiv (abs)PDFHTML

Papers citing "On the role of surrogates in the efficient estimation of treatment effects with limited outcome data"

17 / 17 papers shown
Title
Identification and Estimation of Long-Term Treatment Effects with Monotone Missing
Identification and Estimation of Long-Term Treatment Effects with Monotone Missing
Qinwei Yang
Ruocheng Guo
Shasha Han
Peng Wu
55
0
0
28 Apr 2025
Long-term Causal Inference via Modeling Sequential Latent Confounding
Long-term Causal Inference via Modeling Sequential Latent Confounding
Weilin Chen
Ruichu Cai
Yuguang Yan
Zijian Li
José Miguel Hernández-Lobato
CML
165
1
0
26 Feb 2025
Estimating Long-term Heterogeneous Dose-response Curve: Generalization Bound Leveraging Optimal Transport Weights
Estimating Long-term Heterogeneous Dose-response Curve: Generalization Bound Leveraging Optimal Transport Weights
Zeqin Yang
Weilin Chen
Ruichu Cai
Yuguang Yan
Zhifeng Hao
Zhipeng Yu
Zhichao Zou
Jixing Xu
Zhen Peng
Jiecheng Guo
137
3
0
27 Jun 2024
Pareto-Optimal Estimation and Policy Learning on Short-term and
  Long-term Treatment Effects
Pareto-Optimal Estimation and Policy Learning on Short-term and Long-term Treatment Effects
Yingrong Wang
Anpeng Wu
Haoxuan Li
Weiming Liu
Qiaowei Miao
Ruoxuan Xiong
Leilei Gan
Kun Kuang
84
0
0
05 Mar 2024
Choosing a Proxy Metric from Past Experiments
Choosing a Proxy Metric from Past Experiments
Nilesh Tripuraneni
Lee Richardson
Alexander DÁmour
Jacopo Soriano
Steve Yadlowsky
69
8
0
14 Sep 2023
Using Imperfect Surrogates for Downstream Inference: Design-based
  Supervised Learning for Social Science Applications of Large Language Models
Using Imperfect Surrogates for Downstream Inference: Design-based Supervised Learning for Social Science Applications of Large Language Models
Naoki Egami
Musashi Jacobs-Harukawa
Brandon M Stewart
Hanying Wei
70
19
0
07 Jun 2023
Prediction-Powered Inference
Prediction-Powered Inference
Anastasios Nikolas Angelopoulos
Stephen Bates
Clara Fannjiang
Michael I. Jordan
Tijana Zrnic
212
105
0
23 Jan 2023
Efficient learning of nonlinear prediction models with time-series
  privileged information
Efficient learning of nonlinear prediction models with time-series privileged information
Bastian Jung
Fredrik D. Johansson
AI4TS
83
5
0
15 Sep 2022
Long-term Causal Effects Estimation via Latent Surrogates Representation
  Learning
Long-term Causal Effects Estimation via Latent Surrogates Representation Learning
Ruichu Cai
Weilin Chen
Zeqin Yang
Shu Wan
Chen Zheng
Xiaoqing Yang
Jiecheng Guo
CMLBDL
97
12
0
09 Aug 2022
Long-term Causal Inference Under Persistent Confounding via Data
  Combination
Long-term Causal Inference Under Persistent Confounding via Data Combination
Guido Imbens
Nathan Kallus
Xiaojie Mao
Yuhao Wang
CML
119
49
0
15 Feb 2022
Off-Policy Evaluation for Large Action Spaces via Embeddings
Off-Policy Evaluation for Large Action Spaces via Embeddings
Yuta Saito
Thorsten Joachims
OffRL
82
46
0
13 Feb 2022
Combining Experimental and Observational Data for Identification and
  Estimation of Long-Term Causal Effects
Combining Experimental and Observational Data for Identification and Estimation of Long-Term Causal Effects
AmirEmad Ghassami
Alan Yang
David Richardson
I. Shpitser
E. T. Tchetgen
CML
126
17
0
26 Jan 2022
Semiparametric Estimation of Long-Term Treatment Effects
Semiparametric Estimation of Long-Term Treatment Effects
Jiafeng Chen
David M. Ritzwoller
73
21
0
30 Jul 2021
Surrogate Assisted Semi-supervised Inference for High Dimensional Risk
  Prediction
Surrogate Assisted Semi-supervised Inference for High Dimensional Risk Prediction
Jue Hou
Zijian Guo
Tianxi Cai
79
15
0
04 May 2021
Double Robust Semi-Supervised Inference for the Mean: Selection Bias
  under MAR Labeling with Decaying Overlap
Double Robust Semi-Supervised Inference for the Mean: Selection Bias under MAR Labeling with Decaying Overlap
Yuqian Zhang
Abhishek Chakrabortty
Jelena Bradic
59
10
0
14 Apr 2021
Long-Term Effect Estimation with Surrogate Representation
Long-Term Effect Estimation with Surrogate Representation
Lu Cheng
Ruocheng Guo
Huan Liu
CML
54
20
0
19 Aug 2020
Localized Debiased Machine Learning: Efficient Inference on Quantile
  Treatment Effects and Beyond
Localized Debiased Machine Learning: Efficient Inference on Quantile Treatment Effects and Beyond
Nathan Kallus
Xiaojie Mao
Masatoshi Uehara
71
27
0
30 Dec 2019
1