A Comparative Performance of Genetic Algorithm and Bayesian Optimization for Hyperparameter Tuning for Mammogram Classification

Author:

Razali Noor Fadzilah1,Isa Iza Sazanita1,Sulaiman Siti Noraini1,Karim Noor Khairiah A.2,Osman Muhammad Khusairi1,Soh Zainal Hisham Che1,Yusoff Zakiah Mohd3

Affiliation:

1. Universiti Teknologi MARA, Cawangan Pulau Pinang, Permatang Pauh Campus,Electrical Engineering Studies, College of Engineering,Permatang Pauh,Penang,Malaysia,13500

2. Advanced Medical and Dental Institute, Universiti Sains Malaysia Bertam,Department of Biomedical Imaging,Kepala Batas,Pulau Pinang,Malaysia,13200

3. Universiti Teknologi MARA, Cawangan Johor, Pasir Gudang Campus,Electrical Engineering Studies, College of Engineering,Pasir Gudang,Johor,Malaysia,81750

Funder

Ministry of Higher Education

Publisher

IEEE

Reference25 articles.

1. Random Search for Hyper-Parameter Optimization;bergstra;J Mach Learn Res,2012

2. Hyper Parameter Optimization of Convolutional Neural Networks for Breast Cancer Classification

3. Practical Bayesian Optimization of Machine Learning Algorithms;snoek;Adv Neural Inf Process Syst,2012

4. Hyperband: A novel bandit-based approach to hyperparameter optimization;li;J Mach Learn Res,2018

5. Enhancement Technique Based on the Breast Density Level for Mammogram for Computer-Aided Diagnosis

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