Does Using a Stacking Ensemble Method to Combine Multiple Base Learners Within a Database Improve Model Transportability?

View Abstract

We investigated a stacking ensemble method that combines multiple base learners within a database. The results on external validation across four large databases suggest a stacking ensemble could improve model transportability.

Investigators
Abbreviation
Stud Health Technol Inform
Publication Date
2023-05-20
Volume
302
Page Numbers
129-130
Pubmed ID
37203625
Medium
Print
Full Title
Does Using a Stacking Ensemble Method to Combine Multiple Base Learners Within a Database Improve Model Transportability?
Authors
Yang C, Fridgeirsson EA, Kors JA, Reps JM, Rijnbeek PR, Wong J, Williams RD