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Title: :  Detection of Alzheimer's Disease using Deep Learning
PaperId: :  14591
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 7 Issue 3 2021
DUI:    16.0415/IJARIIE-14591
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Charishma YDayananda Sagar Academy of Technology and Management
Gowthami ChamarajanDayananda Sagar Academy of Technology and Management
Harshitha G MDayananda Sagar Academy of Technology and Management

Abstract

Information Science
Alzheimer's Disease, Deep Learning
 Alzheimer’s Disease (AD) is a neurological disease and the most common cause of dementia in the age group 65 years and above. The accurate and timely diagnosis of the AD is crucial in order to prevent the progression of this irreversible disease. This paper concentrates on a method to detect Alzheimer’s from MRI scans using machine learning approach. The proposed approach focuses on the hippocampal region of the brain. The texture features such as entropy, homogeneity, energy, contrast, correlation and variance are extracted from the hippocampus region using the Gray Level Co-Occurrence Matrix (GLCM). The area and shape feature are extracted using the Moment Invariants. CNN is used for image training and error-back propagation (EBP) in Artificial Neural Network (ANN) is used as the classifier for detection of various stages of AD. The proposed system gives an  accuracy of 95% for CNN and 90% for ANN.

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IJARIIE Charishma Y, Gowthami Chamarajan, and Harshitha G M. "Detection of Alzheimer's Disease using Deep Learning" International Journal Of Advance Research And Innovative Ideas In Education Volume 7 Issue 3 2021 Page 2302-2311
MLA Charishma Y, Gowthami Chamarajan, and Harshitha G M. "Detection of Alzheimer's Disease using Deep Learning." International Journal Of Advance Research And Innovative Ideas In Education 7.3(2021) : 2302-2311.
APA Charishma Y, Gowthami Chamarajan, & Harshitha G M. (2021). Detection of Alzheimer's Disease using Deep Learning. International Journal Of Advance Research And Innovative Ideas In Education, 7(3), 2302-2311.
Chicago Charishma Y, Gowthami Chamarajan, and Harshitha G M. "Detection of Alzheimer's Disease using Deep Learning." International Journal Of Advance Research And Innovative Ideas In Education 7, no. 3 (2021) : 2302-2311.
Oxford Charishma Y, Gowthami Chamarajan, and Harshitha G M. 'Detection of Alzheimer's Disease using Deep Learning', International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 3, 2021, p. 2302-2311. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Detection_of_Alzheimer_s_Disease_using_Deep_Learning_ijariie14591.pdf (Accessed : ).
Harvard Charishma Y, Gowthami Chamarajan, and Harshitha G M. (2021) 'Detection of Alzheimer's Disease using Deep Learning', International Journal Of Advance Research And Innovative Ideas In Education, 7(3), pp. 2302-2311IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Detection_of_Alzheimer_s_Disease_using_Deep_Learning_ijariie14591.pdf (Accessed : )
IEEE Charishma Y, Gowthami Chamarajan, and Harshitha G M, "Detection of Alzheimer's Disease using Deep Learning," International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 3, pp. 2302-2311, May-Jun 2021. [Online]. Available: https://ijariie.com/AdminUploadPdf/Detection_of_Alzheimer_s_Disease_using_Deep_Learning_ijariie14591.pdf [Accessed : ].
Turabian Charishma Y, Gowthami Chamarajan, and Harshitha G M. "Detection of Alzheimer's Disease using Deep Learning." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 7 number 3 ().
Vancouver Charishma Y, Gowthami Chamarajan, and Harshitha G M. Detection of Alzheimer's Disease using Deep Learning. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2021 [Cited : ]; 7(3) : 2302-2311. Available from: https://ijariie.com/AdminUploadPdf/Detection_of_Alzheimer_s_Disease_using_Deep_Learning_ijariie14591.pdf
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