Real-time visual analytics for in-home medical rehabilitation of stroke patient—systematic review

视觉分析 分析 计算机科学 交互式视觉分析 康复 数据科学 数据分析 软件分析 交叉口(航空) 可视化 人机交互 人工智能 医学 数据挖掘 工程类 软件 物理疗法 航空航天工程 软件系统 软件建设 程序设计语言
作者
Maryam Boumrah,Samir Garbaya,Amina Radgui
出处
期刊:Medical & Biological Engineering & Computing [Springer Science+Business Media]
卷期号:60 (4): 889-906 被引量:5
标识
DOI:10.1007/s11517-021-02493-w
摘要

This paper is focused on real-time visual analytics for home-based rehabilitation dedicated for brain stroke survivors. This research is at the intersection of three main domains: visual analytics for time-oriented data and dynamic visual analytics with specific focus on data analytics for rehabilitation systems. This study has emphasized the analysis of the most important research works in these domains. The studies included in this review are published between January 2008 and December 2020 that met eligibility criteria. From 243 papers retrieved from research including the Google Scholar database and manual research, 69 papers were finally included. This paper presents a classification of the reviewed research based on key features required by the visual analytics for real-time monitoring of patients. The findings suggested that real-time monitoring visual analytics for biodata captured during the rehabilitation sessions was not sufficiently addressed by previous research. To provide real-time monitoring visual analytics of biodata, the concept of a unified framework that combines the processing of batch and stream data in a distributed architecture is proposed. The system is currently under development; its validation will be carried out by an experimental study and the evaluation of the system performance.
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