Shapley Values as a Strategy for Ensemble Weights Estimation

Shapley Values as a Strategy for Ensemble Weights Estimation

This study introduces a novel performance-based weighting scheme for ensemble learning using the Shapley value. The weighting uses the reciprocal of binary cross-entropy as a base learner’s performance metric and estimates its Shapley value to measure the overall contribution of a learner to an equa...

Full description

Bibliographic Details
Main Authors: Vaidotas Drungilas, Evaldas Vaičiukynas, Linas Ablonskis, Lina Čeponienė
Format: Article
Language:English
Published: MDPI AG 2023-06-01
Series:Applied Sciences
Subjects:
machine learning
ensemble methods
Shapley value
performance weighting
privacy-preserving distributed learning
Online Access:https://www.mdpi.com/2076-3417/13/12/7010

Internet

https://www.mdpi.com/2076-3417/13/12/7010

Similar Items