Marc Ratkovic
Statistics and Probability · 2013–2015
A researcher in the Science corpus: 3 papers; trusts 71 researchers and is trusted by 52 researchers here, as inferred from the citation graph.
Subfields
- Statistics and Probability — 78 citations into it; #799 of 12,932 by trust here, #1,301 by citations
- Causal Inference & Discovery — 20 citations into it; #92 of 364 by trust here, #118 by citations
- Economics and Econometrics — 10 citations into it
- Control and Systems Engineering — 8 citations into it
- Artificial Intelligence — 7 citations into it
Whom Marc Ratkovic trusts overall
Their strongest outbound trust, strongest first, inferred from their citations.
- Donald B. Rubin
- James M. Robins
- Guido W. Imbens
- Kosuke Imai
- Alberto Abadie
- Elizabeth A. Stuart
- Susan A. Murphy
- Paul R. Rosenbaum
- Yi Lin
- R. Lalonde
Who trusts Marc Ratkovic overall
- Susan Athey
- Stefan Wager
- Kosuke Imai
- José R. Zubizarreta
- Christian Fong
- Guido W. Imbens
- Shu Yang
- Jack Dunn
- David A. Hirshberg
- Satoshi Usami
Papers from Marc Ratkovic's perspective
Ordered by how strongly the researchers Marc Ratkovic trusts endorse each paper. Same corpus, a different order for every researcher.
- The central role of the propensity score in observational studies for causal effects
- Regression Shrinkage and Selection via the Lasso
- The Nature of Statistical Learning Theory
- Statistics and Causal Inference
- Regularization Paths for Generalized Linear Models via Coordinate Descent
- [On the Application of Probability Theory to Agricultural Experiments. Essay on Principles. Section 9.] Comment: Neyman (1923) and Causal Inference in Experiments and Observational Studies
- Estimating causal effects of treatments in randomized and nonrandomized studies.
- Addendum: Regularization and variable selection via the elastic net
- Marginal Structural Models versus Structural nested Models as Tools for Causal inference
- Spline Models for Observational Data
Their papers
- Estimating treatment effect heterogeneity in randomized program evaluation (2013) — 534 citations
- Covariate balancing propensity score (2014) — 1,380 citations
- Robust Estimation of Inverse Probability Weights for Marginal Structural Models (2015) — 108 citations