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Title: :  A Review on Alzheimer's Disease Detection using Different Approaches
PaperId: :  24899
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 5 2024
DUI:    16.0415/IJARIIE-24899
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Vikash KumarSAM College of Engineering & Technology Bhopal, Madhya Pradesh, India
Devendra RewadikarSAM College of Engineering & Technology Bhopal, Madhya Pradesh, India

Abstract

Computer Engineering
Alzheimer's Disease, Machine Learning, Neuroimaging, Early Diagnosis, Deep Learning, Biomarkers, Supervised Learning.
Millions of individuals worldwide suffer from Alzheimer's disease (AD), a progressive neurological ailment marked by memory loss and cognitive impairment. Effective treatment and management depend on early discovery, yet conventional diagnostic techniques, such clinical evaluations and cognitive testing, frequently fail to recognize the disease in its early stages. By analyzing complex datasets, including as neuroimaging, genetic data, and other biomarkers, machine learning (ML) has transformed the area of medical diagnostics and opened up new paths for the early and accurate identification of AD. This review paper offers an extensive summary of the many machine learning (ML) methods, including as supervised learning, unsupervised learning, and deep learning approaches, that are employed in the identification of AD. It draws attention to noteworthy related research that effectively apply these techniques to various kinds of data, indicating how efficient they are at enhancing diagnostic precision. The study also examines the benefits and drawbacks of each strategy, offering insights into the difficulties and potential paths for ML's use in AD detection in the future. This study intends to guide future research and promote the creation of more reliable, understandable, and integrated machine learning models for the early detection of Alzheimer's disease by examining these various approaches.

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IJARIIE Vikash Kumar, and Devendra Rewadikar. "A Review on Alzheimer's Disease Detection using Different Approaches" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 5 2024 Page 25-31
MLA Vikash Kumar, and Devendra Rewadikar. "A Review on Alzheimer's Disease Detection using Different Approaches." International Journal Of Advance Research And Innovative Ideas In Education 10.5(2024) : 25-31.
APA Vikash Kumar, & Devendra Rewadikar. (2024). A Review on Alzheimer's Disease Detection using Different Approaches. International Journal Of Advance Research And Innovative Ideas In Education, 10(5), 25-31.
Chicago Vikash Kumar, and Devendra Rewadikar. "A Review on Alzheimer's Disease Detection using Different Approaches." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 5 (2024) : 25-31.
Oxford Vikash Kumar, and Devendra Rewadikar. 'A Review on Alzheimer's Disease Detection using Different Approaches', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 5, 2024, p. 25-31. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/A_Review_on_Alzheimer_s_Disease_Detection_using_Different_Approaches_ijariie24899.pdf (Accessed : 30 November 2024).
Harvard Vikash Kumar, and Devendra Rewadikar. (2024) 'A Review on Alzheimer's Disease Detection using Different Approaches', International Journal Of Advance Research And Innovative Ideas In Education, 10(5), pp. 25-31IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/A_Review_on_Alzheimer_s_Disease_Detection_using_Different_Approaches_ijariie24899.pdf (Accessed : 30 November 2024)
IEEE Vikash Kumar, and Devendra Rewadikar, "A Review on Alzheimer's Disease Detection using Different Approaches," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 5, pp. 25-31, Sep-Oct 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/A_Review_on_Alzheimer_s_Disease_Detection_using_Different_Approaches_ijariie24899.pdf [Accessed : 30 November 2024].
Turabian Vikash Kumar, and Devendra Rewadikar. "A Review on Alzheimer's Disease Detection using Different Approaches." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 5 (30 November 2024).
Vancouver Vikash Kumar, and Devendra Rewadikar. A Review on Alzheimer's Disease Detection using Different Approaches. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : 30 November 2024]; 10(5) : 25-31. Available from: https://ijariie.com/AdminUploadPdf/A_Review_on_Alzheimer_s_Disease_Detection_using_Different_Approaches_ijariie24899.pdf
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