Articles by Iván Díaz

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Articles by Iván Díaz

Everything all at once: On choosing an estimand for multi-component environmental exposures

22 September 2025 by Kara Rudolph and others

Time-smoothed inverse probability weighted estimation of effects of generalized time-varying treatment strategies on repeated outcomes truncated by death

17 September 2025 by Sean Mcgrath and others

Methodology

Identification and estimation of mediational effects of longitudinal modified treatment policies

16 September 2025 by Brian Gilbert and others

Methodology

Propensity score weighting across counterfactual worlds: longitudinal effects under positivity violations

8 August 2025 by Alec Mcclean and Iván Díaz

Methodology

Constructing targeted minimum loss/maximum likelihood estimators: a simple illustration to build intuition

15 July 2025 by Rachael Ross and others

Methodology

Nonparametric estimation of an optimal treatment rule with fused randomized trials and missing effect modifiers

12 June 2025 by Nicholas Williams and others

Applications, Methodology

General targeted machine learning for modern causal mediation analysis

12 June 2025 by Richard Liu and others

Machine Learning

Longitudinal weighted and trimmed treatment effects with flip interventions

10 June 2025 by Alec Mcclean and others

Methodology

Asymptotically Efficient Data-adaptive Penalized Shrinkage Estimation with Application to Causal Inference

12 May 2025 by Herbert Susmann and others

Methodology

Exploring Robustness of Cortical Morphometry in the presence of white matter lesions, using Diffusion Models for Lesion Filling

26 March 2025 by Vinzenz Uhr and others

Image and Video Processing, Computer Vision and Pattern Recognition

Learning from spatially inhomogenous data: resolution-adaptive convolutions for multiple sclerosis lesion segmentation

26 March 2025 by Iván Díaz and others

Image and Video Processing, Computer Vision and Pattern Recognition

Pulling back the curtain: the road from statistical estimand to machine-learning based estimator for epidemiologists (no wizard required)

7 February 2025 by Audrey Renson and others

Methodology, Applications

Causal survival analysis under competing risks using longitudinal modified treatment policies

5 February 2025 by Iván Díaz and others

Methodology

Identification and estimation of causal effects using non-concurrent controls in platform trials

13 December 2024 by Michele Santacatterina and others

Methodology

Doubly Robust Nonparametric Efficient Estimation for Provider Evaluation

24 October 2024 by Herbert Susmann and others

Methodology

Longitudinal Generalizations of the Average Treatment Effect on the Treated for Multi-valued and Continuous Treatments

24 October 2024 by Herbert Susmann and others

Methodology

Fair comparisons of causal parameters with many treatments and positivity violations

24 October 2024 by Alec Mcclean and others

Methodology, Applications

Causal Inference for Continuous Multiple Time Point Interventions

10 October 2024 by Michael Schomaker and others

Methodology, Applications

Non-parametric efficient estimation of marginal structural models with multi-valued time-varying treatments

27 September 2024 by Axel Martin and others

Methodology, Machine Learning

A Surrogate Endpoint Based Provisional Approval Causal Roadmap

8 July 2024 by Peter Gilbert and others

Methodology

Efficient estimation of longitudinal treatment effects using difference-in-differences and machine learning

23 June 2024 by Nicholas Illenberger and others

Methodology

Improving efficiency in transporting average treatment effects

6 June 2024 by Kara Rudolph and others at

University of York

Methodology

Leveraging SO(3)-steerable convolutions for pose-robust semantic segmentation in 3D medical data

17 May 2024 by Iván Díaz and others

Image and Video Processing, Computer Vision and Pattern Recognition

Studying continuous, time-varying, and/or complex exposures using longitudinal modified treatment policies

14 May 2024 by Katherine Hoffman and others at

University of York

Methodology, Applications

Two-Step Targeted Minimum-Loss Based Estimation for Non-Negative Two-Part Outcomes

22 April 2024 by Nicholas Williams and others

Methodology

Associations between pain-management treatments and opioid use disorder risk among Medicaid patients

17 April 2024 by Kara Rudolph and others

Applications

Automated, efficient and model-free inference for randomized clinical trials via data-driven covariate adjustment

17 April 2024 by Kelly Van Lancker and others

Methodology

Leveraging Neural Networks to Profile Health Care Providers with Application to Medicare Claims

20 January 2024 by Wenbo Wu and others

Methodology

Sensitivity analysis for causality in observational studies for regulatory science

17 October 2023 by Iván Díaz and others at

University of York

Applications

A Causal Roadmap for Generating High-Quality Real-World Evidence

11 May 2023 by Lauren Dang and others

Methodology

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Articles by Iván Díaz