Supplementary file 1_Usage, anti-inflammatory effect and safety of adjunctive acupuncture for cerebral infarction: an Apriori algorithm-based data mining and meta-analysis.docx حسب Fangfei Yu (11906322)

Flow of data processing and preparation. حسب Xuan Wang (55634)

"…The gathered properties are processed using normalized techniques to convert unstructured data into structured data, which directly improves the overall prediction accuracy. …"

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

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Emergency response plan for coal mine gas explosion accidents. حسب Dongling Ma (1269888)

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

"…The elements of this family are then considered as kernels of a finite mixture model with an unknown number of components. …"

The process of the optimization (NSGA-Ⅱ+ NLPQL). حسب Shangyang Jin (21772466)

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The confusion matrix of the models in the test set. حسب Jingru Dong (14076094)

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Detailed information on software packages used for machine learning model development. حسب Jingru Dong (14076094)

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Contributions of the clinical features variables to risk prediction using feature importance. حسب Jingru Dong (14076094)

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Univariate and multivariate logistic regression analysis. حسب Jingru Dong (14076094)

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List of abbreviations. حسب Jingru Dong (14076094)

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Heat map of the correlation of features. حسب Jingru Dong (14076094)

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Comparison of Ten-fold Cross validation metrics for various machine learning models. حسب Jingru Dong (14076094)

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Box plot comparing the average and standard deviation of indicators. حسب Jingru Dong (14076094)

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Experimental environment configuration table. حسب Jingru Dong (14076094)

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Clinical and pathological characteristics of the study subjects. حسب Jingru Dong (14076094)

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Pseudocode for machine learning models. حسب Jingru Dong (14076094)

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The learning curve of each machine learning prediction model. حسب Jingru Dong (14076094)

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Modeling flowchart. حسب Jingru Dong (14076094)

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Distribution of clinical pathological features in training and testing sets. حسب Jingru Dong (14076094)

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