Rajib Kumar Halder, Mohammed Nasir Uddin, Md. Ashraf Uddin, Sunil Aryal et al.
Abstract The k-Nearest Neighbors (kNN) method, established in 1951, has since evolved into a pivotal tool in data mining, recommendation systems, and Internet of Things (IoT), among other areas. This paper presents a comprehensive review and performance analysis of modifications made to enhance the ...
Rajib Kumar Halder, Mohammed Nasir Uddin, Md. Ashraf Uddin, Sunil Aryal et al.
Chronic kidney diseases (CKDs) are a significant public health issue with potential for severe complications such as hypertension, anemia, and renal failure. Timely diagnosis is crucial for effective management. Leveraging machine learning within healthcare offers promising advancements in predictiv...
Mohammed Nasir Uddin, Rajib Kumar Halder
Cardiovascular disease is defined as a set of conditions related to the disorder of the heart and blood vessels. Predicting and diagnosing cardiovascular disease is significant to ensure the appropriate treatment of this disease. Machine learning approaches are generally utilized to automatically de...
Fahima Hossain, Mohammed Nasir Uddin, Rajib Kumar Halder
Spam and non-spam email identification are one of the most challenging tasks for both email service providers and consumers. The spammers try to spread misleading facts through irritating messages by attracting user's attention. Several spam identification-models have previously been proposed...
Rajib Kumar Halder, Mohammed Nasir Uddin, Md. Ashraf Uddin, Sunil Aryal et al.
DNA (Deoxyribonucleic Acid) N4-methylcytosine (4mC), a kind of epigenetic modification of DNA, is important for modifying gene functions, such as protein interactions, conformation, and stability in DNA, as well as for the control of gene expression throughout cell development and genomic imprinting...
Rajib Kumar Halder, Margarida Lima, Mohammed Nasir Uddin, Md. Aminul Islam et al.
• Developed a robust predictive model for breast cancer classification using advanced preprocessing and ensemble learning strategies. • Integrated diverse feature selection methods, enhancing model accuracy and interpretability. • Utilized RandomizedSearchCV to optimize hyperparameters, significantl...
Salma Akhter, Fahima Khatun, Ferdousi Afrin, Amena Akter et al.
Puerperal sepsis is accountable for maternal death worldwide. The health promotion behaviour of postpartum mothers may contribute to preventing puerperal sepsis, which would promote maternal health. The study aims to identify the factors influencing health promotion behaviour on puerperal sepsis amo...
Sajeeb Saha, Rajib Kumar Halder, Mohammed Nasir Uddin
DNA methylation is an epigenetic modification that plays a crucial role in various biological processes, including gene expression regulation, cell differentiation, and the development of diseases such as cancer. Identifying DNA methylation patterns is essential for understanding its functional impl...
Fahima Hossain, Rajib Kumar Halder, Mohammed Nasir Uddin
Alzheimer's disease (AD) is a degenerative neurological condition that impairs cognitive functioning. Early detection is critical for slowing disease progression and limiting brain damage. Although machine learning and deep learning models help identify Alzheimer's disease, their accuracy and effici...
Md. Samiul Alom, Rajib Kumar Halder, Obaidul Haque, Saikat Kumar Gain et al.
Rajib Kumar Halder, Mohammed Nasir Uddin, Md. Ashraf Uddin
• The proposed Region Based Neighbors Searching Classification Algorithm (RNSCA) dynamically segments datasets into regions, enabling precise relationship analysis between test samples and existing points. • Point-wise dynamic searching reduces computational overhead by focusing on region-specific d...
Fahima Hossain, Mohammed Nasir Uddin, Rajib Kumar Halder
Raisa Akter, Rajib Kumar Halder, Mohammed Nasir Uddin, Md. Ashraf Uddin et al.
In today’s dynamic financial environment, bank loan approval systems are crucial for determining credit accessibility and maintaining economic stability. Efficient and accurate mechanisms help financial institutions minimize risks, enhance customer satisfaction, and make informed lending decisions. ...
Yacoub Abelard Njipouombe Nsangou, Rajib Kumar Halder, Ashraf Uddin, Laurenz Engel et al.
INTRODUCTION: Machine learning (ML) and deep learning (DL) models in healthcare traditionally rely on server-centric architectures, where sensitive patient data is transmitted to external servers for processing via frameworks like Flask, raising significant privacy concerns. This work demonstrates a...
Md. Nazim Uddin, Mohammed Nasir Uddin, Md. Khabir Uddin Ahamed, Rajib Kumar Halder et al.
COVID-19 is a novel virus that infects human’s upper and lower respiratory systems. The COVID-19 pandemic in 2020 and 2021 resulted in staggering cases and deaths, with scientists and health professionals still seeking the most effective containment methods. In this circumstance, conducting timely a...