noha nabawy bahy ahmed
Asst. Lecturer
A Neoteric Prescriptive Statistical Technique on Data Science with Application
• 2024
Publication Information
Authors
Noha Nabawy; Zohdy Nofal ; Eman Mahmoud
Keywords
Prescriptive Statistical Technique;Machine Learning;Imbalance
Journal
Not Available
Publisher
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Volume
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Issue
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Pages
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publication.type
Local
Paper Link
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Supplementary Materials
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Abstract
The core goal of this thesis is to employ this strategy to ensure the robustness of the proposed model. For all measurements, no single classifier technique exceeded the others. However, when examining balanced datasets against imbalanced datasets, the combination of various machine learning algorithms and application of the voting technique resulted in measures that exceeded the individual machine learning techniques. F1-score measurements show that the proposed model performs better than the individual models. Furthermore, the results obtained with the IBM imbalanced dataset are statistically significant.
