The Search process of the genetic algorithm. حسب Wenguang Li (6528113)

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

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Prediction performance compared with random forest algorithm. حسب Yixian Wen (12201388)

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Genetic algorithm iteration data chart. حسب Wenguang Li (6528113)

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Explained variance ration of the PCA algorithm. حسب Abeer Aljohani (18497914)

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Genetic algorithm flowchart. حسب Wenguang Li (6528113)

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The pseudocode of the RFE algorithm. حسب Zuzhen Ji (17593348)

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

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The steps of applying RF algorithm. حسب Zuzhen Ji (17593348)

Accuracy of the Random forest algorithm for different values of test samples and different choice of random states. حسب Abeer Aljohani (18497914)

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Accuracy of the Random forest algorithm for different values of test samples and different choice window indexes. حسب Abeer Aljohani (18497914)

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Performance of machine learning algorithms. حسب Wenxue Liu (6877754)

Confusion Matrix for Subspace algorithm (3000 Learning Cycles) providing insight into the performance evaluation of Subspace algorithm. حسب Sadia Nazim (21440115)

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

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Improved random forest 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. …"

Performance comparison of different adoption algorithms in XGBoost model. حسب Wenguang Li (6528113)

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Schematic diagram of the SARIMA algorithm flow. حسب Yongxin Dai (13796385)

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Noise reduction by the sliding average algorithm. حسب Yongxin Dai (13796385)

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Construction process of RF. حسب Xini Fang (20861990)

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Processed data for figures. حسب Jin Zhang (53297)