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PSO-Based Optimized Machine Learning Algorithms for the Prediction of Alzheimer’s Disease
| Content Provider | Scilit |
|---|---|
| Author | Pandey, Saroj Kumar Janghel, Rekh Ram Mishra, Pankaj Kumar Varma, Kshitiz Kumar, Prashant Dewangan, Saurabh |
| Copyright Year | 2020 |
| Description | Alzheimer's Disease (AD) is one of the most common types of diseases amongst older adults. The primary reason for death in senior citizens is Alzheimer's related. To prevent Alzheimer's and provide early treatment, we have to accurately diagnosis Alzheimer's Disease and its prophase, which is called Mild Cognitive Impairment (MCI) in the healthcare sector. In this study, we have used seven machine learning classification methods for the prediction of Alzheimer's Disease. To recognize the type or stage of disease, it is essential to classify medical data and potentially develop a prediction model or system. The framework that we have developed consists of machine learning methods with Particle Swarm Optimization (PSO) and has been successfully applied to the classification of AD and dementia. For the prediction of Alzheimer's Disease, we have used seven machine learning Algorithms such as Support Vector Machine Classification, Random Forest Classification, XgBoost Classifier, Decision Tree Classification, Adaboost Classifier, K-Neighbour Classifier, and Logistic Regression. Our best-proposed method is the Random Forest Classifier, which achieves the greatest accuracy of 85.71%. Book Name: Artificial Intelligence and Machine Learning in 2D/3D Medical Image Processing |
| Related Links | https://api.taylorfrancis.com/content/chapters/edit/download?identifierName=doi&identifierValue=10.1201/9780429354526-9&type=chapterpdf |
| Ending Page | 142 |
| Page Count | 10 |
| Starting Page | 133 |
| DOI | 10.1201/9780429354526-9 |
| Language | English |
| Publisher | Informa UK Limited |
| Publisher Date | 2020-12-17 |
| Access Restriction | Open |
| Subject Keyword | Book Name: Artificial Intelligence and Machine Learning in 2d/3d Medical Image Processing Optimized Alzheimer's Disease Machine Learning Algorithms Prediction of Alzheimer's |
| Content Type | Text |
| Resource Type | Chapter |
