Fuzzy Cross Recurrence Analysis and Tensor Decomposition of Major-Depression Time-Series Data

IF 2 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Data Pub Date : 2021-04-05 DOI:10.1145/3460620.3460626
T. Pham, F. Y. A. Anezi
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引用次数: 2

Abstract

The mechanism underlying the complex behavior of major or clinical depression has been hypothesized as a dynamical system. This study presents an analysis of mood self-assessment in major depression using the method of fuzzy cross recurrence plots and tensor decomposition. The relationships between positive and negative mental states can be visualized and quantified using the proposed approach. The discovery of cross recurrences or dynamic correlations of the two opposite mental states can be helpful for targeted therapy in the management of personalized depression either under or without antidepressant drugs.
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重大抑郁时间序列数据的模糊交叉递归分析与张量分解
重性或临床抑郁症的复杂行为背后的机制被假设为一个动力系统。本研究采用模糊交叉递归图和张量分解的方法对重度抑郁症患者的情绪自评进行分析。积极和消极的心理状态之间的关系可以可视化和量化使用所提出的方法。发现两种相反精神状态的交叉复发或动态相关性有助于在使用或不使用抗抑郁药物的个体化抑郁症治疗中进行靶向治疗。
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来源期刊
Data
Data Decision Sciences-Information Systems and Management
CiteScore
4.30
自引率
3.80%
发文量
0
审稿时长
10 weeks
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