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

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Performance evaluation measure of the machine learning algorithm after data balancing with SMOTE and grid search tuning. by Alemu Birara Zemariam (17540938)

Comparison of information on predicting survival outcomes or metastasis of cancer patients using machine learning algorithms in the past. by Jingru Dong (14076094)

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Data Sheet 1_Predicting place of delivery choice among childbearing women in East Africa: a comparative analysis of advanced machine learning techniques.pdf by Habtamu Setegn Ngusie (12178327)

“…A comparative analysis of 12 advanced machine learning algorithms was conducted, utilizing various data balancing techniques and hyperparameter optimization methods to enhance model performance.…”

Data Sheet 2_Predicting place of delivery choice among childbearing women in East Africa: a comparative analysis of advanced machine learning techniques.pdf by Habtamu Setegn Ngusie (12178327)

“…A comparative analysis of 12 advanced machine learning algorithms was conducted, utilizing various data balancing techniques and hyperparameter optimization methods to enhance model performance.…”

ROC curve analysis of machine learning algorithms with balanced data before tuning (A) and after optimized with hyper parameter tuning (B). by Alemu Birara Zemariam (17540938)

Comparison of imbalanced data handling techniques using accuracy and AUC values. by Alemu Birara Zemariam (17540938)

HaPy-Bug - Bug localization learning to rank algorithm results by Piotr Przymus (14564009)

AUW-CE Mining Algorithms & Dataset Hub by Shuaikang Yuan (21091847)

“…<p dir="ltr">High Utility Co-location Pattern Mining (HUCPM), as an important branch of spatial data mining, aims to extract patterns with utility values that meet or exceed a predefined threshold based on user-defined utility criteria (e.g., cost, profit). …”

Supplementary data for "Algorithm-level data-guided correction for class imbalance in biological machine learning predictions: Protein interactions as a case" by Ebrahim Barzegari (21152114)

“…Correct and efficient use of algorithm-level methods, on the other hand, needs paying heed to data structure and content. …”

Results of RF algorithm screening factors. by Jintao Li (448681)

Prevalence of stunting among adolescent girls in Ethiopia, 2016 with unbalanced data (A) and balanced date using SMOTE (B). by Alemu Birara Zemariam (17540938)

Definitions of relevant SSA parameters. by Yeping Shi (14279118)

“…Response data are classified and regressed using a sparrow search algorithm (SSA)-optimized backpropagation neural network (BPNN). …”

Learning curves under various machine algorithms. by Jinlin Teng (17972595)

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ROC curves under various machine algorithms. by Jinlin Teng (17972595)

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Sanitized databases using MLHProtector algorithm. by Loan T. T. Nguyen (20660789)

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The relevant data file for this article. by Linsha Liu (20378293)

Sanitized database obtained from the FMLHProtector algorithm. by Loan T. T. Nguyen (20660789)

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S1 Data - by Jingru Dong (14076094)

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Runtime of the proposed algorithms when varying <i>ξ</i>. by Loan T. T. Nguyen (20660789)

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