干旱区生态环境知识资源中心(Arid): Preclinical Stage Alzheimer's Disease Detection Using Magnetic Resonance Image Scans

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	Preclinical Stage Alzheimer's Disease Detection Using Magnetic Resonance Image Scans
	Altay, Fatih; Sanchez, Guillermo Ramon; James, Yanli; Faraone, Stephen, V; Velipasalar, Senem; Salekin, Asif
通讯作者	Salekin, A (corresponding author), Syracuse Univ, Syracuse, NY 13244 USA.
会议名称	35th AAAI Conference on Artificial Intelligence / 33rd Conference on Innovative Applications of Artificial Intelligence / 11th Symposium on Educational Advances in Artificial Intelligence
会议日期	FEB 02-09, 2021
会议地点	ELECTR NETWORK
英文摘要	Alzheimer's disease is one of the diseases that mostly affects older people without being a part of aging. The most common symptoms include problems with communicating and abstract thinking, as well as disorientation. It is important to detect Alzheimer's disease in early stages so that cognitive functioning would be improved by medication and training. In this paper, we propose two attention model networks for detecting Alzheimer's disease from MRI images to help early detection efforts at the preclinical stage. We also compare the performance of these two attention network models with a baseline model. Recently available OASIS-3 Longitudinal Neuroimaging, Clinical, and Cognitive Dataset is used to train, evaluate and compare our models. The novelty of this research resides in the fact that we aim to detect Alzheimer's disease when all the parameters, physical assessments, and clinical data state that the patient is healthy and showing no symptoms.
来源出版物	THIRTY-FIFTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, THIRTY-THIRD CONFERENCE ON INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE AND THE ELEVENTH SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE
ISSN	2159-5399
EISSN	2374-3468
出版年	2021
卷号	35
页码	15088-15097
ISBN	978-1-57735-866-4
出版者	ASSOC ADVANCEMENT ARTIFICIAL INTELLIGENCE
类型	Proceedings Paper
语种	英语
收录类别	CPCI-S
WOS记录号	WOS:000681269806089
WOS关键词	IMPAIRMENT ; DEMENTIA ; COSTS
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications ; Education, Scientific Disciplines
WOS研究方向	Computer Science ; Education & Educational Research
资源类型	会议论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/365610
作者单位	[Altay, Fatih; Sanchez, Guillermo Ramon; Velipasalar, Senem; Salekin, Asif] Syracuse Univ, Syracuse, NY 13244 USA; [James, Yanli; Faraone, Stephen, V] SUNY Upstate Med Univ, Syracuse, NY 13210 USA
推荐引用方式 GB/T 7714	Altay, Fatih,Sanchez, Guillermo Ramon,James, Yanli,et al. Preclinical Stage Alzheimer's Disease Detection Using Magnetic Resonance Image Scans[C]:ASSOC ADVANCEMENT ARTIFICIAL INTELLIGENCE,2021:15088-15097.