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Table 1.

Details of the GEP dataset.

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Fig 1.

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Table 2.

Details of the 30 benchmark functions for IEEE CEC2017.

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Table 3.

Parameter settings for the benchmark function experiments.

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Table 4.

Ablation experiment comparison method setup.

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Fig 2.

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Table 5.

Comparison results of ablation experiment.

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Fig 3.

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Fig 4.

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Fig 5.

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Table 6.

Comparative results of scalability experiment.

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Table 7.

Details of the comparison algorithm parameters.

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Fig 6.

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Table 8.

Optimization results of GEBA with advanced peers on the IEEE CEC2017.

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Table 9.

Statistical test comparison results.

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Table 10.

Evaluation metrics for forecasting methods.

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Table 11.

Details of S-shaped and V-shaped functions.

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Fig 7.

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Table 12.

Details of the public dataset.

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Table 13.

Prediction evaluation results for public dataset Heartandlung.

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Table 14.

Prediction evaluation results for public dataset Hepatitisfulldata.

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Table 15.

Prediction evaluation results for public dataset IonosphereEW.

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Table 16.

Prediction evaluation results for public dataset Vote.

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Table 17.

Prediction evaluation results for public dataset Heart.

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Table 18.

Prediction evaluation results for public dataset wdbc.

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Fig 8.

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Fig 9.

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Table 19.

Prediction evaluation results for the employment prediction dataset.

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Fig 10.

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