Browsing 2023 by Subject "Machine learning"

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A Comparative Study of Machine Learning Algorithms for Detecting Breast Cancer

Khan, Razib Hayat; Miah, Jonayet; Rahman, Md Minhazur; Tayaba, Maliha (Independent University, Bangladesh, 2023-10)

Breast cancer poses a major hazard to women, with high morbidity and fatality rates, because there is a lack of reliable prognostic models, clinicians find it challenging to develop a treatment regimen that could increase ...
SMOTE Oversampling and Near Miss Undersampling Based Diabetes Diagnosis from Imbalanced Dataset with XAI Visualization

Nayan, Nasim Mahmud; Islam, Ashraful; Islam, Muhammad Usama; Ahmed, Eshtiak; Hossain, Mohammad Mobarak; Alam, Md Zahangir (Independent University, Bangladesh, 2023-05)

This study investigated the predictive ability of ten different machine learning (ML) models for diabetes using a dataset that was not evenly distributed. Additionally, the study evaluated the effectiveness of two oversampling ...
A Survey on Dimensionality Reduction Techniques for Time-series Data

ASHRAF, MOHSENA; ANOWAR, FARZANA; SETU, JAHANGGIR H.; CHOWDHURY, ATIQUL I.; AHMED, ESHTIAK; ISLAM, ASHRAFUL; MAMUN, ABDULLAH AL (Independent University, Bangladesh, 2023-06)

Data analysis in modern times involves working with large volumes of data, including timeseries data. This type of data is characterized by its high dimensionality, enormous volume, and the presence of both noise and ...