Recognition of Gait Patterns in Older Adults Using Wearable Smartwatch Devices: Observational Study

被引：8

作者：

Kim, Hyeon-Joo ^{[1
]}

Kim, Hyejoo ^{[1
]}

Park, Jinyoon ^{[1
]}

Oh, Bumjo ^{[2
]}

Kim, Seung-Chan ^{[1
,3
]}

机构：

[1] Sungkyunkwan Univ, Coll Sports Sci, Machine Learning Syst Lab, Suwon, South Korea

[2] Seoul Natl Univ, Dept Family Med, Seoul Metropolitan Govt, Boramae Med Ctr, Seoul, South Korea

[3] Sungkyunkwan Univ, Coll Sports Sci, Machine Learning Syst Lab, Suseong Bldg 05111a, Suwon 16419, South Korea

来源：

JOURNAL OF MEDICAL INTERNET RESEARCH | 2022年 / 24卷 / 08期

基金：

新加坡国家研究基金会;

关键词：

activity recognition; machine learning; health monitoring; gait analysis; wearable; sequence classification; mobile health; mHealth; neural network;

D O I：

10.2196/39190

中图分类号：

R19 [保健组织与事业（卫生事业管理）];

学科分类号：

摘要：

[No abstract available]

引用

页数：4

共 6 条

[1]

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[2]

Hochreiter S, 1997, NEURAL COMPUT, V9, P1735, DOI [10.1162/neco.1997.9.8.1735, 10.1162/neco.1997.9.1.1, 10.1007/978-3-642-24797-2]

[3] Recognition of Fine-Grained Walking Patterns Using a Smartwatch with Deep Attentive Neural Networks [J].

Kim, Hyejoo ;

Kim, Hyeon-Joo ;

Park, Jinyoon ;

Ryu, Jeh-Kwang ;

Kim, Seung-Chan .

SENSORS, 2021, 21 (19)

[4]

Kim Y., 2014, P 2014 C EMP METH NA, P1746, DOI DOI 10.3115/V1/D14-1181

[5] Neurological gait disorders in elderly people: clinical approach and classification [J].

Snijders, Anke H. ;

van de Warrenburg, Bart P. ;

Giladi, Nir ;

Bloem, Bastiaan R. .

LANCET NEUROLOGY, 2007, 6 (01) :63-74

[6]

van der Maaten L, 2008, J MACH LEARN RES, V9, P2579

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