Arid
DOI10.2174/1573405613666170502111506
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
ISSN1573-4056
EISSN1875-6603
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
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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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