Boosting ridge for the extreme learning machine globally optimised for classification and regression problems

Abstract This paper explores the boosting ridge (BR) framework in the extreme learning machine (ELM) community and presents a novel model that trains the base learners as a global ensemble. In the context of Extreme Learning Machine single-hidden-layer networks, the nodes in the hidden layer are pre...

Full description

Bibliographic Details
Main Authors: Carlos Peralez-González, Javier Pérez-Rodríguez, Antonio M. Durán-Rosal
Format: Article
Language:English
Published: Nature Portfolio 2023-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-38948-3