Flowchart representation of lion optimization algorithm for hyperparameter tuning in the HCAP model.

Flowchart representation of lion optimization algorithm for hyperparameter tuning in the HCAP model.

<p>Flowchart representation of lion optimization algorithm for hyperparameter tuning in the HCAP model.</p>

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Bibliographic Details
Main Author: Mohanad Faeq Ali (21354273) (author)
Other Authors: Mohammed Shakir Mohmood (21354276) (author), Ban Salman Shukur (21354279) (author), Rex Bacarra (21354282) (author), Jamil Abedalrahim Jamil Alsayaydeh (21354285) (author), Masrullizam Mat Ibrahim (21354288) (author), Safarudin Gazali Herawan (19749996) (author)
Published: 2025
Subjects:
Biotechnology
Space Science
Biological Sciences not elsewhere classified
Information Systems not elsewhere classified
recursive feature elimination
outperformed existing models
model &# 8217
maximum recognition rate
including false positive
implemented using python
identifying abnormal patterns
false positive rate
false negative rates
false negative rate
causes prediction inaccuracies
computational complexity issues
communication networks within
indicate potential cyberattacks
iomt threat detection
dynamic iomt ecosystem
recurrent neural networks
interconnected healthcare devices
enhancing cyberattack prediction
dataset availability issues
computational efficiency enhances
sensitive healthcare data
recurrent networks
healthcare devices
computational efficiency
detecting cyberattacks
efficiency depends
iomt infrastructure
iomt environments
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various metrics
training data
rfe ),
results demonstrated
research introduces
research focuses
rapid development
raising concerns
principal component
optimization technique
medical things
learning techniques
irrelevant features
innovative machine
gathered information
extracted features
evolving threats
cybersecurity attacks
created system
attacks threaten
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