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Early Detection of Alzheimer Disease Using Multimodal Machine Learning (eBook)

Type: e-book
Genre: Education & Language
Language: English
Price: ₹0
Available Formats: PDF

Description

Alzheimer disease which is also known as AD is a neurodegenerative disease where the diagnosis in
time is very necessary so that the treatment is effective and well management. The recent methods are
based on a single type of data, which can be less effective. To overcome this, this paper proposes a
comparative multimodal framework for Alzheimer disease detection by using blood biomarkers,
cognitive assessment scores, MRIs and genomic information. Each of these modality is processed and
modeled independently for individual diagnostic contribution evaluation. This framework can be more
effective. It is conducted using python programming. Data processing and analysis is done using
standard libraries, including numpy and pandas. Model development and evaluation is done using
TensorFlow and keras. In this research we used publicly accessible datasets, like ADNI, OASIS and
NACC. The outcome shows that this framework is much more effective than existing techniques. This
approach is promising, non-invasive method to detect early Alzheimer.

About the Authors

Mandira Banik
Guru Nanak Institute of Technology Kolkata, India
mandira.banik@gnit.ac.in
Md Riyaz Ahemed
Guru Nanak Institute of Technology Kolkata, India
ahmedriyaz4587@gmail.com
Shubham Pal
Guru Nanak Institute of Technology Kolkata, India
shubhampal7364@gmail.com
Junaid Kalam
Guru Nanak Institute of Technology Kolkata, India
junaidkalam02@gmail.com
Ratul Pal
Guru Nanak Institute of Technology Kolkata, India
ratulpal2002@gmail.com

Book Details

ISBN: 9788169407236
Publisher: AgniLeaf
Number of Pages: 16
Availability: Available for Download (e-book)

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