Causal reasoning for events in continuous time: a decision—theoretic approach
Year: 2015
Type: article
Abstract: The dynamics of events occurring in continu-ous time can be modelled using marked point processes, or multi-state processes. Here, we review and extend the work of Røysland et al. (2015) on causal reasoning with local inde-pendence graphs for marked point processes in the context of survival analysis. We relate the results to the decision-theoretic approach of Dawid & Didelez (2010) using influence diagrams, and present additional identifying conditions. 1
Author: Vanessa Didelez
Institution: University of Bristol
Language: English
Subfield: Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
Open Access status: green
Funder: Leverhulme Trust
Award: G6880952838
OpenAlex ID: W1897288810