The robustness test results of the model. حسب Xini Fang (20861990)

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The relevant code in the manuscript can be found in the supporting information data file. حسب Xini Fang (20861990)

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Model performance comparison under different parameter settings. حسب Xini Fang (20861990)

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The parameter settings of the RF algorithm after parameter optimization. حسب Xini Fang (20861990)

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CRITIC weight calculation results for corporate operational risk warning indicators. حسب Xini Fang (20861990)

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Feature importance ranking results of model risk indicators. حسب Xini Fang (20861990)

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The membership distribution of various indicators in different risk categories by the FCM algorithm (Note: Clustering categories (Medium risk (2, 3)/ High risk (5)/ Risk-free (1)/... حسب Xini Fang (20861990)

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Risk prediction results of the RF model improved by FCM clustering ((a) Different risk prediction results; (b) Prediction results of different models). حسب Xini Fang (20861990)

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Parameter optimization results of the RF model improved by FCM clustering. حسب Xini Fang (20861990)

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Corporate operational risk indicator statistical differences results. حسب Xini Fang (20861990)

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Clustering evaluation results of the FCM algorithm. حسب Xini Fang (20861990)

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The construction process of the FCM clustering algorithm. حسب Xini Fang (20861990)

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Construction process of RF. حسب Xini Fang (20861990)

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Corporate operational risk early warning indicator system. حسب Xini Fang (20861990)

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