Leonard A. Stefanski

Statistics and Probability · 2000–2018

A researcher in the Science corpus: 9 papers; trusts 50 researchers and is trusted by 49 researchers here, as inferred from the citation graph.

Subfields

• Statistics and Probability — 75 citations into it; #987 of 12,932 by trust here, #2,214 by citations
• Economics and Econometrics — 13 citations into it; #4,227 of 23,481 by trust here, #10,872 by citations
• Artificial Intelligence — 12 citations into it; #10,675 of 35,345 by trust here, #23,077 by citations
• Management Science and Operations Research — 8 citations into it
• Causal Inference & Discovery — 7 citations into it
• Psychiatry and Mental health — 6 citations into it
• Reinforcement Learning — 6 citations into it
• Optimization & Training — 5 citations into it

Whom Leonard A. Stefanski trusts overall

Their strongest outbound trust, strongest first, inferred from their citations.

1. Susan A. Murphy
2. James M. Robins
3. Eric B. Laber
4. Philip W. Lavori
5. Donald B. Rubin
6. Philippe Huber
7. Baqun Zhang
8. Bibhas Chakraborty
9. Anastasios A. Tsiatis
10. Robert Tibshirani

Who trusts Leonard A. Stefanski overall

1. Achim Zeileis
2. Anastasios A. Tsiatis
3. Marie Davidian
4. Eric B. Laber
5. John P. Buonaccorsi
6. J. Lunceford
7. Qingyuan Zhao
8. Karel Vermeulen
9. Brett Presnell
10. Baqun Zhang

Papers from Leonard A. Stefanski's perspective

Ordered by how strongly the researchers Leonard A. Stefanski trusts endorse each paper. Same corpus, a different order for every researcher.

1. Optimal Structural Nested Models for Optimal Sequential Decisions
2. Regression Shrinkage and Selection via the Lasso
3. Optimal dynamic treatment regimes
4. The central role of the propensity score in observational studies for causal effects
5. Robust estimation of optimal dynamic treatment regimes for sequential treatment decisions
6. A Robust Method for Estimating Optimal Treatment Regimes
7. A design for testing clinical strategies: biased adaptive within‐subject randomization
8. Estimating causal effects of treatments in randomized and nonrandomized studies.
9. Estimation and extrapolation of optimal treatment and testing strategies
10. Inference for Nonregular Parameters in Optimal Dynamic Treatment Regimes

Their papers

• Interactive model building for Q-learning (2014) — 78 citations
• The Calculus of M-Estimation (2002) — 530 citations
• Interactive Q-learning for Probabilities and Quantiles (2014) — 7 citations
• Empirical simulation extrapolation for measurement error models with replicate measurements (2002) — 70 citations
• Interactive Q-learning for Quantiles (2017) — 47 citations
• Measurement Error Models (2000) — 241 citations
• Variable selection using pseudo-variables (2018)
• Essential Statistical Inference: Theory and Methods (2013) — 178 citations
• Corrected Score Estimation via Complex Variable Simulation Extrapolation (2002) — 56 citations