STM Journals Peer-reviewed research from Consortium e-Learning Network

1 publication

  • Published Subscription Review Article

    Early Alzheimer's Disease Detection Using Deep Ensemble Learning and MRI Image Analysis

    By Altaf O. Mulani

    Abstract: Early detection of Alzheimer's disease (AD) is crucial to slowing cognitive decline and enabling timely clinical interventions. Traditional diagnostic methods, including cognitive tests and single-model classifiers, have limited sensitivity during early stages of the disease. This paper presents a deep ensemble learning approach that integrates multiple convolutional neural networks (CNNs) for accurate Alzheimer's disease detection using structural Magnetic Resonance Imaging (MRI) data. The proposed framework utilizes ResNet50, VGG16, and DenseNet121 …

    Published in Research and Reviews : Journal of Computational Biology · Vol. 15, Issue 1, 2026 Read article

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