Skip to Main Content
Fuzzy Logic Applications in Computer Science and Mathematics
book

Fuzzy Logic Applications in Computer Science and Mathematics

by Rahul Kar, Dac-Nhuong Le, Gunjan Mukherjee, Biswadip Basu Mallik, Ashok Kumar Shaw
October 2023
Intermediate to advanced content levelIntermediate to advanced
304 pages
6h 44m
English
Wiley-Scrivener
Content preview from Fuzzy Logic Applications in Computer Science and Mathematics

8Alzheimer’s Detection and Classification Using Fine-Tuned Convolutional Neural Network

Anooja Ali1*, Sarvamangala D. R.2, Meenakshi Sundaram A.1 and Rashmi C.2

1School of Computer Science and Engineering, REVA University, Bengaluru, India

2School of Computing and Information Technology, REVA University, Bengaluru, India

Abstract

Alzheimer’s disease (AD) is a neurocognitive disorder and it evolves into the death of nerve cells. After the age of 60, the risk of developing the illness doubles every five years, with estimates that by 2050, the number will have risen to 135 million. Brain structural image with magnetic resonance imaging (MRI) has been extensively utilized to recognize AD as it can detect morphometric variations and cerebral congenital malformations. Convolutional neural networks (CNNs) are extensively used for image receptions and analysis because of their capacity to handle enormous amounts of unstructured data and retrieve significant characteristics automatically. A new approach involving pretrained CNN model, VGG16 with fine tuning has been proposed for automatic detection and classification of brain MRI images for AD. The results show that the performance of the proposed modeling terms of accuracy, f1-score, recall and precision is above 90%.

Keywords: ADNet, Alzheimer’s disease, dementia, transfer learning

8.1 Introduction

The human brain is a sophisticated organ with millions of neurons that communicate data via electrical and chemical impulses. Alzheimer’s ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Start your free trial

You might also like

Fuzzy Logic with Engineering Applications, 4th Edition

Fuzzy Logic with Engineering Applications, 4th Edition

Timothy J. Ross
Advanced Mathematics

Advanced Mathematics

Stanley J. Farlow
Practical Discrete Mathematics

Practical Discrete Mathematics

Ryan T. White, Archana Tikayat Ray

Publisher Resources

ISBN: 9781394174539Purchase Link