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David A. Sontag

5 papers hereh-index 344 citations8 works total

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

author position
  • middle author1
  • last author4

Across the 5 of 5 papers where every author was matched, so the position is known.

fields
  • cs.AI1
  • cs.HC1
  • cs.LG1
  • stat.ME1
  • stat.ML1
same name
  • David A. Sontag — 8 papers, h 7
  • David A. Sontag — 2 papers, h 2

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

activity
20242026
collaborators
Showing stat.MEShow all

2 papers · 1 filter

stat.ME2025

Uncovering Bias Mechanisms in Observational Studies

Ilker Demirel, Zeshan Hussain, Piersilvio De Bartolomeis +1

Observational studies are a key resource for causal inference but are often affected by systematic biases. Prior work has focused mainly on detecting these biases, via sensitivity…

stat.ME2024

Benchmarking Observational Studies with Experimental Data under Right-Censoring

Ilker Demirel, Edward De Brouwer, Zeshan Hussain +3

Drawing causal inferences from observational studies (OS) requires unverifiable validity assumptions; however, one can falsify those assumptions by benchmarking the OS with experim…

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