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Chang Liu

2 papers hereh-index 449 citations8 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author1

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • stat.ME2
same name
  • Chang Liu — 39 papers, h 39
  • Chang Liu — 23 papers, h 20
  • Chang Liu — 22 papers, h 22
  • Chang Liu — 22 papers, h 5
  • Chang Liu — 21 papers, h 19
  • Chang Liu — 18 papers, h 16

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

most citedCombining Experimental and Observational Data for Identification and Estimation of Long-Term Causal Effects

7 citations · 7 across the 2 of their papers we have counts for

collaborators

2 papers

stat.ME2024

Bias-Targeted Nonparametric Balancing for Stable Causal Mediation Analysis

Chang Liu, AmirEmad Ghassami

Influence function (IF)-based estimators are widely used in mediation analysis due to their modeling flexibility, but standard implementations require direct estimation of the dist…

stat.ME2022★ 7 cited

Combining Experimental and Observational Data for Identification and Estimation of Long-Term Causal Effects

AmirEmad Ghassami, Chang Liu, Alan Yang +3

We study identifying and estimating the causal effect of a treatment variable on a long-term outcome using data from an observational and an experimental domain. The observational…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.