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

被引:6
|
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
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
收藏
页数:4
相关论文
共 50 条
  • [21] Comparing Baseline Activity Assessment Using a Wearable Smartwatch and Physical Therapy in Older Adults undergoing Post-Acute Care
    Shen, J.
    Ramezani, R.
    Xie, Z.
    Ascencio, A.
    Elashoff, D.
    Eslami, M.
    Naeim, A.
    [J]. JOURNAL OF THE AMERICAN GERIATRICS SOCIETY, 2018, 66 : S32 - S33
  • [22] Wearable Use in an Observational Study Among Older Adults: Adherence, Feasibility, and Effects of Clinicodemographic Factors
    Paolillo, Emily W.
    Lee, Shannon Y.
    VandeBunte, Anna
    Djukic, Nina
    Fonseca, Corrina
    Kramer, Joel H.
    Casaletto, Kaitlin B.
    [J]. FRONTIERS IN DIGITAL HEALTH, 2022, 4
  • [23] Underdiagnosis of Dementia: an Observational Study of Patterns in Diagnosis and Awareness in US Older Adults
    Amjad, Halima
    Roth, David L.
    Sheehan, Orla C.
    Lyketsos, Constantine G.
    Wolff, Jennifer L.
    Samus, Quincy M.
    [J]. JOURNAL OF GENERAL INTERNAL MEDICINE, 2018, 33 (07) : 1131 - 1138
  • [24] Underdiagnosis of Dementia: an Observational Study of Patterns in Diagnosis and Awareness in US Older Adults
    Halima Amjad
    David L. Roth
    Orla C. Sheehan
    Constantine G. Lyketsos
    Jennifer L. Wolff
    Quincy M. Samus
    [J]. Journal of General Internal Medicine, 2018, 33 : 1131 - 1138
  • [25] Wearable Technologies Using Peripheral Neuromodulation to Enhance Mobility and Gait Function in Older Adults?A Narrative Review
    Kahya, Melike
    Hackman, Dawn
    Jacobs, Laura
    Nilsson, Daniel
    Rumsey, Yvonne
    Oddsson, Lars I. E.
    [J]. JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES, 2023, 78 (05): : 831 - 841
  • [26] Accuracy and Diversity of Wearable Device-Based Gait Speed Measurement Among Older Men: Observational Study
    Kang, Min-Gu
    Kang, Seong-Ji
    Roh, Hye-Kang
    Jung, Hwa-Young
    Kim, Sun-Wook
    Choi, Jung-Yeon
    Kim, Kwang-Il
    [J]. JOURNAL OF MEDICAL INTERNET RESEARCH, 2021, 23 (10)
  • [27] Older Adults' Experiences With Using Wearable Devices: Qualitative Systematic Review and Meta-synthesis
    Moore, Kevin
    O'Shea, Emma
    Kenny, Lorna
    Barton, John
    Tedesco, Salvatore
    Sica, Marco
    Crowe, Colum
    Alamaki, Antti
    Condell, Joan
    Nordstrom, Anna
    Timmons, Suzanne
    [J]. JMIR MHEALTH AND UHEALTH, 2021, 9 (06):
  • [28] Towards an Automatic Gait Recognition System using Activity Recognition (Wearable Based)
    Bajrami, Gazmend
    Derawi, Mohammad Omar
    Bours, Patrick
    [J]. PROCEEDINGS OF THE 2011 3RD INTERNATIONAL WORKSHOP ON SECURITY AND COMMUNICATION NETWORKS (IWSCN 2011), 2011, : 23 - 30
  • [29] Early recognition of gait initiation and termination using wearable sensors
    Novak, Domen
    Rebersek, Peter
    Beravs, Tadej
    Podobnik, Janez
    Munih, Marko
    Marco, Stefano
    De Rossi, Maria
    Donati, Marco
    Lenzi, Tommaso
    Vitiello, Nicola
    Carrozza, Maria Chiara
    [J]. 2012 4TH IEEE RAS & EMBS INTERNATIONAL CONFERENCE ON BIOMEDICAL ROBOTICS AND BIOMECHATRONICS (BIOROB), 2012, : 1937 - 1942
  • [30] A STUDY OF HAND GESTURE RECOGNITION WITH WIRELESS CHANNEL MODELING BY USING WEARABLE DEVICES
    Huang, Yung-Fa
    Yang, Hua-Jui
    Tan, Tan-Hsu
    [J]. PROCEEDINGS OF 2015 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOL. 2, 2015, : 484 - 487