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DOI	10.3233/JIFS-210595
	An enhanced CAD system based on machine Learning Algorithm for brain MRI classification
	Neffati, Syrine; Ben Abdellafou, Khaoula; Aljuhani, Ahamed; Taouali, Okba
通讯作者	Taouali, O (corresponding author), Univ Tabuk, Fac Comp & Informat Technol, Dept Comp Engn, Tabuk 71491, Saudi Arabia.
来源期刊	JOURNAL OF INTELLIGENT & FUZZY SYSTEMS
ISSN	1064-1246
EISSN	1875-8967
出版年	2021
卷号	41 期号:1 页码:1845-1854
英文摘要	The development of Computer-Aided Design (CAD) and Computer-Aided Manufacturing (CAM) systems in the past decade has led to a remarkable advance in biomedical applications and devices. Particularly, CAM and CAD systems are employed in medical engineering, robotic surgery, clinical medicine, dentistry and other biomedical areas. Hence, the accuracy and precision of the CAD and CAM systems are extremely important for proper treatment. This work suggests a new CAD system for brain image classification by analyzing Magnetic Resonance Images (MRIs) of the brain. Firstly, we use the proposed Downsized Rank Kernel Partial Least Squares (DR-KPLS) as a feature extraction technique. Then, we perform the classification using Support Vector Machines (SVM) and we validate with a k-fold cross validation approach. Further, we utilize the Tabu search metaheuristic approach in order to determine the optimal parameter of the kernel function. The proposed algorithm is entitled DR-KPLS+SVM. The algorithm is tested on the OASIS MRI database. The proposed kernel-based classifier is found to be better performant than the existing methods.
英文关键词	Dimensionality reduction CAD system Optimization KLPS classification
类型	Article
语种	英语
收录类别	SCI-E
WOS记录号	WOS:000685896700111
WOS关键词	FEATURE-SELECTION ; LATENT STRUCTURES ; KPCA ; PROJECTION ; SERIES
WOS类目	Computer Science, Artificial Intelligence
WOS研究方向	Computer Science
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/363947
作者单位	[Neffati, Syrine] Univ Monastir, Natl Engn Sch Monastir, Elect Dept, Monastir, Tunisia; [Ben Abdellafou, Khaoula] Univ Tabuk, Fac Comp & Informat Technol, Dept Comp Sci, Tabuk, Saudi Arabia; [Aljuhani, Ahamed; Taouali, Okba] Univ Tabuk, Fac Comp & Informat Technol, Dept Comp Engn, Tabuk 71491, Saudi Arabia
推荐引用方式 GB/T 7714	Neffati, Syrine,Ben Abdellafou, Khaoula,Aljuhani, Ahamed,et al. An enhanced CAD system based on machine Learning Algorithm for brain MRI classification[J],2021,41(1):1845-1854.
APA	Neffati, Syrine,Ben Abdellafou, Khaoula,Aljuhani, Ahamed,&Taouali, Okba.(2021).An enhanced CAD system based on machine Learning Algorithm for brain MRI classification.JOURNAL OF INTELLIGENT & FUZZY SYSTEMS,41(1),1845-1854.
MLA	Neffati, Syrine,et al."An enhanced CAD system based on machine Learning Algorithm for brain MRI classification".JOURNAL OF INTELLIGENT & FUZZY SYSTEMS 41.1(2021):1845-1854.