Proposed hybrid GA- ML algorithms. حسب Ankur Kumar (1357440)

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Proposed GA-ML algorithms pseudocode. حسب Ankur Kumar (1357440)

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Overview of the proposed process with data processing, model development, model evaluation and explainability. حسب Md Amir Hamja (20495951)

ML algorithms in cyber security. حسب Abdullah Asım Yılmaz (20715311)

Ranking of ML algorithms. حسب Yasemin Ayaz Atalan (21989402)

"…For this purpose, well-known Machine Learning (ML) algorithms such as Random Forest (RF), Adaptive Boosting (AB), and Gradient Boosting (GB) were utilized. …"

Performance metrics of GA-ML models. حسب Ankur Kumar (1357440)

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AUROC curve of default ML classifiers. حسب Ankur Kumar (1357440)

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Confusion matrix of default ML classifiers. حسب Ankur Kumar (1357440)

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Performance metrics of default ML classifiers. حسب Ankur Kumar (1357440)

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The overview of the ML algorithms’ flowchart. حسب Yasemin Ayaz Atalan (21989402)

"…For this purpose, well-known Machine Learning (ML) algorithms such as Random Forest (RF), Adaptive Boosting (AB), and Gradient Boosting (GB) were utilized. …"

Performance metrics of proposed GA-ML classifiers. حسب Ankur Kumar (1357440)

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The actual training effect of four algorithms on original photo data (All images are original images taken by the author). حسب Xiaojun Wang (50332)

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AUROC curve of proposed hybrid GA-ML models. حسب Ankur Kumar (1357440)

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Data on the prediction performances of ML algorithms. حسب Yasemin Ayaz Atalan (21989402)

Data scaling visualization. حسب Ankur Kumar (1357440)

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The run time for each algorithm in seconds. حسب Edward Antonian (21453161)

"…The goal of this paper is to examine several extensions to KGR/GPoG, with the aim of generalising them a wider variety of data scenarios. The first extension we consider is the case of graph signals that have only been partially recorded, meaning a subset of their elements is missing at observation time. …"

Comparison of proposed model with default ML classifiers and recent existing studies. حسب Ankur Kumar (1357440)

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A data processing scheme for spatially explicit soil spectral calibration. حسب José L. Safanelli (20552654)

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Comparative performance evaluation of 3Mont with other feature selection algorithms over 10 iterations. حسب Miray Unlu Yazici (14792680)

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Parameters of ML algorithms. حسب Md. Maeen Molla (20827041)