DYNAMIC RISK PREDICTION TRIGGERED BY INTERMEDIATE EVENTS USING SURVIVAL TREE ENSEMBLES

• Published in: The annals of applied statistics Vol. 17; no. 2; p. 1375
• Main Authors: Sun, Yifei, Chiou, Sy Han, Wu, Colin O, McGarry, Meghan, Huang, Chiung-Yu
• Format: Journal Article
• Language: English
• Published: United States 01.06.2023
• Subjects: multi-state model; survival tree; time-dependent predictors; landmark analysis; Dynamic prediction

With the availability of massive amounts of data from electronic health records and registry databases, incorporating time-varying patient information to improve risk prediction has attracted great attention. To exploit the growing amount of predictor information over time, we develop a unified fram...