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DOI | 10.2174/1573405613666170502111506 |
Comparative Study of Two Classification Methods for the Detection of Alzheimer’s Disease | |
Marwa, Zaabi1; Nadia, Smaoui2 | |
通讯作者 | Nadia, Smaoui |
来源期刊 | CURRENT MEDICAL IMAGING REVIEWS
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ISSN | 1573-4056 |
EISSN | 1875-6603 |
出版年 | 2018 |
卷号 | 14期号:1页码:88-94 |
英文摘要 | Background: In the last few years, the number of patients suffering from Alzheimer disease has rapidly increased. This illness is a brain disease which begins at the hippocampus. Then, it spreads to the rest of the brain. It attacks especially people over the age of 65. Thus, it is necessary to develop methods to facilitate its early detection. Methods: As part of this thesis, we tried to compare two methods of classification; the method of k Nearest Neighbor (KNN) and Support Vector Machine (SVM) to make the diagnosis of Alzheimer. The first step consists in segmenting the images into distinct blocks. After that, a features extraction is applied only on the part containing the hippocampus of the brain. Result: The following step is the classification. It allows us to know the patient’s condition. Conclusion: We assess the two classifiers on the Oasis image base. The obtained results show that the KNN method is more efficient than the SVM approach. |
英文关键词 | Medical imaging Alzheimer clustring KNN SVM oasis image base |
类型 | Article |
语种 | 英语 |
国家 | Tunisia |
收录类别 | SCI-E |
WOS记录号 | WOS:000425531000003 |
WOS关键词 | DIAGNOSIS |
WOS类目 | Radiology, Nuclear Medicine & Medical Imaging |
WOS研究方向 | Radiology, Nuclear Medicine & Medical Imaging |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/208530 |
作者单位 | 1.Univ Gabes, Higher Inst Comp & Multimedia Gabes, Comp & Multimedia, Gabes, Tunisia; 2.Univ Sfax, Natl Sch Engineers Sfax, Ind Comp Control & Energy Management Lab, Sfax, Tunisia |
推荐引用方式 GB/T 7714 | Marwa, Zaabi,Nadia, Smaoui. Comparative Study of Two Classification Methods for the Detection of Alzheimer’s Disease[J],2018,14(1):88-94. |
APA | Marwa, Zaabi,&Nadia, Smaoui.(2018).Comparative Study of Two Classification Methods for the Detection of Alzheimer’s Disease.CURRENT MEDICAL IMAGING REVIEWS,14(1),88-94. |
MLA | Marwa, Zaabi,et al."Comparative Study of Two Classification Methods for the Detection of Alzheimer’s Disease".CURRENT MEDICAL IMAGING REVIEWS 14.1(2018):88-94. |
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