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Title: :  EARLY DETECTION OF ALZHEIMER’S USING DEEP LEARNING
PaperId: :  23900
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 3 2024
DUI:    16.0415/IJARIIE-23900
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Abhinraj K AHinduthan College Of Engineering and Technology
Aqib bashir Hinduthan College Of Engineering and Technology
Ashok K Nair Hinduthan College Of Engineering and Technology
Delwin sebastianHinduthan College Of Engineering and Technology
Sathya SHinduthan College Of Engineering and Technology

Abstract

Computer Engineering
Alzheimer's, dementia, deep learning
There are many different causes of dementia, but Alzheimer's Disease is the most usual form. As the condition progresses, it limits one's ability to perform any task without aid, and the diagnosis timeline and aging population are expected to cause its prevalence to increase. The conventional ways of detecting Alzheimer’s is tiring for both patients, doctors where it involves retrieving the past medical records and having Magnetic Resonance Imaging scans and even neurophysical testing which can be inconvenient for patients. An early diagnosis of brain diseases makes a big difference when it comes to attempting to cure them. Our work has used deep learning (neural networks) to detect Alzheimer's disease earlier than usual by combining it with deep learning. As the obtained dataset from Kaggle is heavily imbalanced, we evenly distributed the data between the categories using SMOTE. Then the model is trained and tested with the categorized MRI data i.e. very mild, mild, moderate and severe AD and finally extract features to examine the results. The results we achieved are compared with the previous attempts on detection of Alzheimer’s and came out to be significantly greater in terms of precision and accuracy.

Citations

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IJARIIE Abhinraj K A, Aqib bashir , Ashok K Nair , Delwin sebastian, and Sathya S. "EARLY DETECTION OF ALZHEIMER’S USING DEEP LEARNING" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 3 2024 Page 1998-2005
MLA Abhinraj K A, Aqib bashir , Ashok K Nair , Delwin sebastian, and Sathya S. "EARLY DETECTION OF ALZHEIMER’S USING DEEP LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 10.3(2024) : 1998-2005.
APA Abhinraj K A, Aqib bashir , Ashok K Nair , Delwin sebastian, & Sathya S. (2024). EARLY DETECTION OF ALZHEIMER’S USING DEEP LEARNING. International Journal Of Advance Research And Innovative Ideas In Education, 10(3), 1998-2005.
Chicago Abhinraj K A, Aqib bashir , Ashok K Nair , Delwin sebastian, and Sathya S. "EARLY DETECTION OF ALZHEIMER’S USING DEEP LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 3 (2024) : 1998-2005.
Oxford Abhinraj K A, Aqib bashir , Ashok K Nair , Delwin sebastian, and Sathya S. 'EARLY DETECTION OF ALZHEIMER’S USING DEEP LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, 2024, p. 1998-2005. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/EARLY_DETECTION_OF_ALZHEIMER’S__USING_DEEP_LEARNING_ijariie23900.pdf (Accessed : ).
Harvard Abhinraj K A, Aqib bashir , Ashok K Nair , Delwin sebastian, and Sathya S. (2024) 'EARLY DETECTION OF ALZHEIMER’S USING DEEP LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, 10(3), pp. 1998-2005IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/EARLY_DETECTION_OF_ALZHEIMER’S__USING_DEEP_LEARNING_ijariie23900.pdf (Accessed : )
IEEE Abhinraj K A, Aqib bashir , Ashok K Nair , Delwin sebastian, and Sathya S, "EARLY DETECTION OF ALZHEIMER’S USING DEEP LEARNING," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, pp. 1998-2005, May-Jun 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/EARLY_DETECTION_OF_ALZHEIMER’S__USING_DEEP_LEARNING_ijariie23900.pdf [Accessed : ].
Turabian Abhinraj K A, Aqib bashir , Ashok K Nair , Delwin sebastian, and Sathya S. "EARLY DETECTION OF ALZHEIMER’S USING DEEP LEARNING." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 3 ().
Vancouver Abhinraj K A, Aqib bashir , Ashok K Nair , Delwin sebastian, and Sathya S. EARLY DETECTION OF ALZHEIMER’S USING DEEP LEARNING. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(3) : 1998-2005. Available from: https://ijariie.com/AdminUploadPdf/EARLY_DETECTION_OF_ALZHEIMER’S__USING_DEEP_LEARNING_ijariie23900.pdf
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