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researcher

David Benjamin Childers

Tepper School of Business

4 papers hereh-index 6126 citations13 works total

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

author position
  • middle author1
  • last author3

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • stat.ME1
  • stat.ML1
affiliations
  • Tepper School of Business
Homepage

identity via Semantic Scholar / OpenAlex

activity
20202024
most citedLocal Causal Discovery for Estimating Causal Effects

3 citations · 6 across the 4 of their papers we have counts for

collaborators
Showing stat.MEShow all

1 paper · 1 filter

stat.ME2020★ 3 cited

Estimating Treatment Effects with Observed Confounders and Mediators

Shantanu Gupta, Zachary C. Lipton, David Childers

Given a causal graph, the do-calculus can express treatment effects as functionals of the observational joint distribution that can be estimated empirically. Sometimes the do-calcu…

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