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researcher

John P. Sundberg

2 papers hereh-index 1252 citations4 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
  • cs.LG2

identity via Semantic Scholar / OpenAlex

works on
asymptotic efficiency 1causal inference 1missing data 1policy learning 1treatment effect estimation 1

From the 1 of 2 linked papers with an AI index.

collaborators

2 papers

cs.LG2026

Learning Who to Treat When Treatment is Missing

Johnna Sundberg, Rayid Ghani, Eli Ben-Michael +1

The paper develops efficient estimators for policy learning when treatment assignments are missing, handling both missing-at-random and missing-completely-conditionally-at-random s…

cs.LG2026

Learning Treatment Effects during Resource Allocation via Priority-Queue Randomization

JungHo Lee, Johnna Sundberg, Pim Welle +1

Public service programs often allocate limited resources under uncertainty about their benefits, creating a need for randomization to support credible evaluation. In practice, howe…

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