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Artificial Intelligence and Machine Learning Models for Alzheimer's Disease

Artificial Intelligence and Machine Learning Models for Alzheimer's Disease
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Author(s): Ananya Gambhir (University of Petroleum and Energy Studies, India), Ansh Bansal (University of Petroleum and Energy Studies, India), Saurabh Rawat (Graphic Era University, India)and Anushree Sah (University of Petroleum and Energy Studies, India)
Copyright: 2024
Pages: 16
Source title: Using Traditional Design Methods to Enhance AI-Driven Decision Making
Source Author(s)/Editor(s): Tien V. T. Nguyen (Industrial University of Ho Chi Minh City, Vietnam)and Nhut T. M. Vo (National Kaohsiung University of Science and Technology, Taiwan)
DOI: 10.4018/979-8-3693-0639-0.ch004

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Abstract

Alzheimer's disease is a brain disorder that slowly destroys memory and thinking skills and, eventually, the ability to carry out the simplest tasks. In most people with the disease, those with the late-onset type symptoms first appear in their mid-60s. Early-onset Alzheimer's occurs between a person's 30s and mid-60s and is very rare. Alzheimer's disease is the most common cause of dementia among older adults. Early diagnosis of Alzheimer's disease is essential for the progress of more prevailing treatments. Machine learning (ML), a branch of artificial intelligence, employs a variety of probabilistic and optimization techniques that permits PCs to gain from vast and complex datasets. As a result, researchers focus on using machine learning frequently for diagnosis of early stages of Alzheimer's disease. This project presents a review, analysis and critical evaluation of the recent work done for the early detection of Alzheimer's disease using ML techniques.

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