Salp Navigation and Competitive based Parrot Optimizer (SNCPO) for efficient extreme learning machine training and global numerical optimization

Abstract Metaheuristic optimization algorithms play a crucial role in solving complex real-world problems, including machine learning parameter tuning, yet many existing approaches struggle with maintaining an effective balance between exploration and exploitation, leading to premature convergence a...

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Bibliographic Details

Published in:	Scientific Reports
Main Authors:	Oluwatayomi Rereloluwa Adegboye, Afi Kekeli Feda, Ghanshyam G. Tejani, Aseel Smerat, Pankaj Kumar, Ephraim Bonah Agyekum
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-04-01
Subjects:	Parrot optimizer (PO) Competitive swarm optimization (CSO) Salp swarm algorithm (SSA) Extreme learning machine (ELM)
Online Access:	https://doi.org/10.1038/s41598-025-97661-5