EARLY STAGE ALZHEIMER'S DISEASE DIAGNOSIS METHOD

被引:0
|
作者
Memon, Muhammad Hammad [1 ]
Li, Jianping [1 ]
Ul Haq, Amin [1 ]
Memon, Muhammad Hunain [2 ]
机构
[1] Univ Elect Sci & Technol China, Sch Comp Sci & Engn, Chengdu 611731, Peoples R China
[2] Univ Sci & Technol China, Sch Informat Sci & Technol, Hefei, Peoples R China
来源
2019 16TH INTERNATIONAL COMPUTER CONFERENCE ON WAVELET ACTIVE MEDIA TECHNOLOGY AND INFORMATION PROCESSING (ICWAMTIP) | 2019年
基金
中国国家自然科学基金; 国家高技术研究发展计划(863计划);
关键词
Machine learning algorithms; Alzheimer's disease; Diagnosis; Accuracy;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The Alzheimer's disease accurate early-stage detection is critically necessary for effective treatment and recovery. Therefore, accurate detection of Alzheimer's disease is a great research problem. Different researchers used various techniques to detect Alzheimer's disease effectively however; these methods still have lack of prediction accuracy. In this study we proposed machine learning-based method to diagnosis Alzheimer's disease accurately. We used machine learning classifiers for accurate prediction of Alzheimer's disease. Alzheimer's Disease Neuroimaging Initiative data set has been used to check the proposed method performance. The experimental results demonstrate that logistic regression performance was excellent in terms of accuracy and achieved optimal accuracy 98.12%.Thus, it is recommended for effective early detection of Alzheimer's Disease.
引用
收藏
页码:222 / 225
页数:4
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