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

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

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

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

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

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Genetic algorithm flowchart. by Wenguang Li (6528113)

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

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

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

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

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

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

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

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

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Improved random forest algorithm. by 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. by Wenguang Li (6528113)

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

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

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Construction process of RF. by Xini Fang (20861990)

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Processed data for figures. by Jin Zhang (53297)