Optimal blending of multiple independent prediction models

We derive blending coefficients for the optimal blend of multiple independent prediction models with normal (Gaussian) distribution as well as the variance of the final blend. We also provide lower and upper bound estimation for the final variance and we compare these results with machine learning w...

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Bibliographic Details
Main Author: Peter Taraba
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-02-01
Series:Frontiers in Artificial Intelligence
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/frai.2023.1144886/full