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Alzheimer's Disease Classification by Nawzt Sadiq Jaafar Al-Bayati, Raid Rafi Omar Al-Nima

Alzheimer's Disease Classification

by Nawzt Sadiq Jaafar Al-Bayati , Raid Rafi Omar Al-Nima
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Book cover type: Paperback
  • ISBN13: 9786209526411
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Noor Publishing
  • Publisher Imprint: Noor Publishing
  • Publication Date:
  • Pages: 140
  • Original Price: GBP 31.23
  • Language: English
  • Edition: N/A
  • Item Weight: 195 grams
  • BISAC Subject(s): Geometry / General

One of big medical issues which is progressive and prevalent is known as Alzheimer's Disease (AD). It is related to biochemical and structural alterations in a brain, where it leads to the gathering certain proteins. Such alterations cause eventual destruction and progressive shrinkage for brain cells, highlighting AD as a significant neurodegenerative medical issue. This book suggests hybrid Artificial Intelligence (AI) approaches. Each one of them can optimize a Convolutional Neural Network (CNN) architecture with its hyperparameters. The used approaches are called: Optimized CNN by Optuna (OCNNO) and Optimized CNN by Keras-Tuner (OCNNKT). AD system is also suggested and implemented. It utilizes software and hardware components, like Python and Raspberry Pi 5 (RP5). The system has the ability to diagnose (or classify) AD into its level of: Very Mild Dementia (VMD), Moderate Dementia (MoD), Mild Dementia (MD) and Non-Dementia (ND). It has other facilitates as providing quick assessment and useful communication with healthcare professionals.

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