M-estimation activation functions for high-performance extreme learning machine ensemble classification

Abstract Machine learning plays a pivotal role in addressing real-world challenges across domains such as cybersecurity, where AI-driven methods, especially in Software-Defined Networking, enhance traffic monitoring and anomaly detection. Contemporary networks often employ models like Random Forests...

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Detalhes bibliográficos

Principais autores:	Fathi Alimi, Adnan Khan, Hameed Ali, Mohamed Bouzidi, Abdulrahman Obaid Alshammari, Bakhtiyar Ahmad
Formato:	Artigo
Idioma:	Inglês
Publicado em:	Nature Portfolio 2025-09-01
coleção:	Scientific Reports
Assuntos:	Extreme learning machine (ELM) M-estimation theory Activation functions Psi functions ensemble learning Classification accuracy Brier score optimization
Acesso em linha:	https://doi.org/10.1038/s41598-025-16798-5
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