干旱区生态环境知识资源中心(Arid): A dominant set-informed interpretable fuzzy system for automated diagnosis of dementia

Arid

DOI	10.3389/fnins.2022.867664
	A dominant set-informed interpretable fuzzy system for automated diagnosis of dementia
	Chen, Tianhua; Su, Pan; Shen, Yinghua; Chen, Lu; Mahmud, Mufti; Zhao, Yitian; Antoniou, Grigoris
通讯作者	Chen, TH
来源期刊	FRONTIERS IN NEUROSCIENCE
EISSN	1662-453X
出版年	2022
卷号	16
英文摘要	Dementia is an incurable neurodegenerative disease primarily affecting the older population, for which the World Health Organisation has set to promoting early diagnosis and timely management as one of the primary goals for dementia care. While a range of popular machine learning algorithms and their variants have been applied for dementia diagnosis, fuzzy systems, which have been known effective in dealing with uncertainty and offer to explicitly reason how a diagnosis can be inferred, sporadically appear in recent literature. Given the advantages of a fuzzy rule-based model, which could potentially result in a clinical decision support system that offers understandable rules and a transparent inference process to support dementia diagnosis, this paper proposes a novel fuzzy inference system by adapting the concept of dominant sets that arise from the study of graph theory. A peeling-off strategy is used to iteratively extract from the constructed edge-weighted graph a collection of dominant sets. Each dominant set is further converted into a parameterized fuzzy rule, which is finally optimized in a supervised adaptive network-based fuzzy inference framework. An illustrative example is provided that demonstrates the interpretable rules and the transparent reasoning process of reaching a decision. Further systematic experiments conducted on data from the Open Access Series of Imaging Studies (OASIS) repository, also validate its superior performance over alternative methods.
英文关键词	clinical decision support medical diagnostic systems dementia Alzheimer's disease fuzzy systems explainable AI
类型	Article
语种	英语
开放获取类型	gold, Green Published, Green Accepted
收录类别	SCI-E
WOS记录号	WOS:000840822100001
WOS关键词	GENETIC ALGORITHM ; CLASSIFICATION ; RELIABILITY ; RULES ; SLAVE
WOS类目	Neurosciences
WOS研究方向	Neurosciences & Neurology
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/392794
推荐引用方式 GB/T 7714	Chen, Tianhua,Su, Pan,Shen, Yinghua,et al. A dominant set-informed interpretable fuzzy system for automated diagnosis of dementia[J],2022,16.
APA	Chen, Tianhua.,Su, Pan.,Shen, Yinghua.,Chen, Lu.,Mahmud, Mufti.,...&Antoniou, Grigoris.(2022).A dominant set-informed interpretable fuzzy system for automated diagnosis of dementia.FRONTIERS IN NEUROSCIENCE,16.
MLA	Chen, Tianhua,et al."A dominant set-informed interpretable fuzzy system for automated diagnosis of dementia".FRONTIERS IN NEUROSCIENCE 16(2022).