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Comparative Analysis of Data Balancing Techniques in Prostate Cancer Classification Using Machine Learning and Deep Learning

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Al-Azhar University – Gaza
Elmahmuom A.S.A.; Abu-Naser S.S.
Elmahmuom, Abedeleilah Salem Ayyad (60216580200); Abu-Naser, Samy S. (26533902900)
60216580200; 26533902900
2025
Lecture Notes in Networks and Systems
Comparative Analysis of Data Balancing Techniques in Prostate Cancer Classification Using Machine Learning and Deep Learning
1537 LNNS
133
144
Bhateja V.; Oroumchian F.; Tang J.; Omar Z.
Springer Science and Business Media Deutschland GmbH
Department of Information Technology, Faculty of Engineering and Information Technology, Al-Azhar University, Gaza, Palestine
Elmahmuom A.S.A., Department of Information Technology, Faculty of Engineering and Information Technology, Al-Azhar University, Gaza, Palestine; Abu-Naser S.S., Department of Information Technology, Faculty of Engineering and Information Technology, Al-Azhar University, Gaza, Palestine
S.S. Abu-Naser; Department of Information Technology, Faculty of Engineering and Information Technology, Al-Azhar University, Gaza, Palestine; email: abunaser@alazhar.edu.ps
0
10.1007/978-981-96-9242-2_10
Abunaser; Balancing; Deep learning; Machine learning; Prostate cancer; SMOTE
Balancing; Classification (of information); Contrastive Learning; Diagnosis; Diseases; Learning algorithms; Learning systems; Urology; Abunaser; Balancing techniques; Cancer classification; Deep learning; Diagnostics and prognostics; F1 scores; Machine learning algorithms; Machine-learning; Prostate cancers; Synthetic minority over-sampling techniques; Deep learning