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

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). …”

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

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

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

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Relevant conceptual relationship diagrams. by Jinbao Song (18601705)

Relevant computed image data. by Zhaoyu Ku (20660546)

Test data on mining capacity. by Kejia Liu (5699651)

Steps in the proposed Apriori algorithm. by Yongkang Ding (21807539)

“…The study adopted the Apriori association rule algorithm in data mining. First, the physical data of basketball players were collected and preprocessed. …”

Table 1_Decoding neutrophil extracellular traps and key gene drivers in unexplained pregnancy loss.docx by Hui Ding (308976)

Summary of relevant works. by Bashir Olaniyi Sadiq (22478011)

Prediction results under the association rule algorithm. by Yongkang Ding (21807539)