Mark van der Laan

Publications

Targeted Learning Handbook: Causal Machine Learning and Inference in the tlverse R Software Ecosystem

Jeremy Coyle; Nima Hejazi; Ivana Malenica; Rachael Phillips; Alan Hubbard; Mark van der Laan
Book, 2022

Targeted Learning in Data Science: Causal Inference for Complex Longitudinal

Sherri Rose; Mark van der Laan
Book, 2018

Causal Models and Learning from Data: Integrating Causal Modeling and Statistical Estimation in the Practice of Epidemiology

Maya Petersen; Mark van der Laan
Journal Article, 2015

Targeted Learning: Causal Inference for Observational and Experimental Data

Sherri Rose; Mark van der Laan
Book, 2011

A Doubly Robust Censoring Unbiased Transformation

Dan Rubin; Mark van der Laan
Journal Article, 2007

Targeted Maximum Likelihood Learning

Mark van der Laan; Dan Rubin
Journal Article, 2006
All publications