Matthew Sperrin

Informative presence and observation in routine health data: A review of methodology for clinical risk prediction

Karla Diaz-Ordaz, Rose Sisk, Lijing Lin, 2020, J. Am. Medical Informatics Assoc..

A systematic review of causal methods enabling predictions under hypothetical interventions

Lijing Lin, Matthew Sperrin, Niels Peek, 2020, 2011.09815.

Causal inference and counterfactual prediction in machine learning for actionable healthcare

Jiang Bian, Mo Wang, Iain Buchan, 2020, Nature Machine Intelligence.

Use of Missing Indicators as Proxies for Unmeasured Variables: Simulation Study

Matthew Sperrin, Glen P. Martin, G. Martin, 2020 .