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

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

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Flowchart of the proposed algorithm. حسب Huanyu Yang (6683780)

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The process of creating the cluster-tree structure in the proposed method. حسب Shayesteh Tabatabaei (12280016)

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K-means++ clustering algorithm. حسب Zhen Zhao (159931)

"…Subsequently, the feature factors corresponding to the model with the highest accuracy were selected as the optimal feature subsets and used in the model construction as input data. Additionally, considering the imbalanced in population spatial distribution, we used the K-means ++ clustering algorithm to cluster the optimal feature subset, and we used the bootstrap sampling method to extract the same amount of data from each cluster and fuse it with the training subset to build an improved random forest model. …"

Optimization algorithms performance comparison across benchmark functions. حسب Sundreen Asad Kamal (20390818)

Model-Based Clustering of Categorical Data Based on the Hamming Distance حسب Raffaele Argiento (647076)

"…<p>A model-based approach is developed for clustering categorical data with no natural ordering. …"

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

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FastICA algorithm and feature point selection. حسب Huanyu Yang (6683780)

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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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Proposed process model for sensor nodes. حسب Shayesteh Tabatabaei (12280016)

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

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Model performance comparison under different parameter settings. 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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Corporate operational risk indicator statistical differences results. حسب Xini Fang (20861990)

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