Abstract: Highlights•A modified honey badger algorithm is proposed to optimize the hyperparameter of CNN.•The optimized CNN is developed to improve the sleep apnea detection system.•Exhaustive experiments are conducted to demonstrate the proposed method’s viability.•The proposed method outperforms the state-of-art methods using the same dataset.
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