干旱区生态环境知识资源中心(Arid): Towards Detecting Dementia via Deep Learning

Arid

DOI	10.4018/IJHISI.20211001.oa31
	Towards Detecting Dementia via Deep Learning
	Bansal, Deepika; Khanna, Kavita; Chhikara, Rita; Dua, Rakesh Kumar; Malhotra, Rajeev
通讯作者	Khanna, K (corresponding author)，NorthCap Univ, Gurugram, Haryana, India.
来源期刊	INTERNATIONAL JOURNAL OF HEALTHCARE INFORMATION SYSTEMS AND INFORMATICS
ISSN	1555-3396
EISSN	1555-340X
出版年	2021
卷号	16 期号:4
英文摘要	Dementia is a brain disorder that causes loss of memory leading to disruption in the normal course of life of an individual. It is emerging as a global health problem in adults with age 65 years or above. Early diagnosis of dementia has gone forth as a key research zone with the aim of early identification for hindering the advancement. Deep learning provides path-breaking applications in medical imaging. This study provides a detailed summary of different implementation approaches of deep learning for detecting the disease. Transfer learning for multi-class classification has also been explored for detecting dementia. The pre-trained convolutional network, AlexNet, is used with three optimizers, SGDM, ADAM, RMSProp. A dataset of 60 MRI images is taken from the OASIS dataset. Accuracy of the methods has been compared and the best parameters including classifier, learning rate, and a batch size of the model have been identified. SGDM classifier with a learning rate 10-4 and a mini-batch size of 10 have shown the best performance in a reasonable time.
英文关键词	Dementia Machine Learning (ML) Deep Learning (DL) Magnetic Resonance Imaging (MRI) Convolutional Neural Networks (CNN) Alexnet
类型	Article
语种	英语
开放获取类型	gold
收录类别	ESCI
WOS记录号	WOS:000757071100026
WOS关键词	OPEN ACCESS SERIES ; IMAGE-ANALYSIS ; MRI DATA ; BRAIN ; ALGORITHM ; SOFTWARE
WOS类目	Medical Informatics
WOS研究方向	Medical Informatics
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/376067
作者单位	[Bansal, Deepika; Khanna, Kavita; Chhikara, Rita] NorthCap Univ, Gurugram, Haryana, India; [Dua, Rakesh Kumar] Fortis Hosp, Gurugram, India; [Malhotra, Rajeev] Max Hosp, Delhi, India
推荐引用方式 GB/T 7714	Bansal, Deepika,Khanna, Kavita,Chhikara, Rita,et al. Towards Detecting Dementia via Deep Learning[J],2021,16(4).
APA	Bansal, Deepika,Khanna, Kavita,Chhikara, Rita,Dua, Rakesh Kumar,&Malhotra, Rajeev.(2021).Towards Detecting Dementia via Deep Learning.INTERNATIONAL JOURNAL OF HEALTHCARE INFORMATION SYSTEMS AND INFORMATICS,16(4).
MLA	Bansal, Deepika,et al."Towards Detecting Dementia via Deep Learning".INTERNATIONAL JOURNAL OF HEALTHCARE INFORMATION SYSTEMS AND INFORMATICS 16.4(2021).