This paper is in the following e-collection/theme issue:

Development and Evaluation of Research Methods, Instruments and Tools (511) Machine Learning (1501) Fitness Trackers and Smart Pedometers/Accelerometers (571)

Published on in Vol 4, No 8 (2020): August

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/16727, first published .
Calibrating Wrist-Worn Accelerometers for Physical Activity Assessment in Preschoolers: Machine Learning Approaches

Calibrating Wrist-Worn Accelerometers for Physical Activity Assessment in Preschoolers: Machine Learning Approaches

Calibrating Wrist-Worn Accelerometers for Physical Activity Assessment in Preschoolers: Machine Learning Approaches

Authors of this article:

Shiyu Li1 Author Orcid Image ;   Jeffrey T Howard2 Author Orcid Image ;   Erica T Sosa2 Author Orcid Image ;   Alberto Cordova3 Author Orcid Image ;   Deborah Parra-Medina4 Author Orcid Image ;   Zenong Yin2 Author Orcid Image
Article Authors Cited by (6) Tweetations (3) Metrics

Journals

  1. Ahmadi M, Trost S, Bergman P. Device-based measurement of physical activity in pre-schoolers: Comparison of machine learning and cut point methods. PLOS ONE 2022;17(4):e0266970 View
  2. Gao Z, Liu W, McDonough D, Zeng N, Lee J. The Dilemma of Analyzing Physical Activity and Sedentary Behavior with Wrist Accelerometer Data: Challenges and Opportunities. Journal of Clinical Medicine 2021;10(24):5951 View
  3. Lettink A, Altenburg T, Arts J, van Hees V, Chinapaw M. Systematic review of accelerometer-based methods for 24-h physical behavior assessment in young children (0–5 years old). International Journal of Behavioral Nutrition and Physical Activity 2022;19(1) View
  4. Clanchy K, Stanfield M, Smits E, Liimatainen J, Ritchie C. Calibration and validation of physical behaviour cut-points using wrist-worn ActiGraphs for children and adolescents: A systematic review. Journal of Science and Medicine in Sport 2024;27(2):92 View
  5. Phillips S, Clevenger K, Bruijns B, Tucker P, Vanderloo L, Loh A, Naveed M, Bourke M. Effect of Accelerometer Cut-Points on Preschoolers’ Physical Activity and Sedentary Time: A Systematic Review and Meta-Analysis. Journal for the Measurement of Physical Behaviour 2024;7(1) View
  6. Liang Y, Wang C, Hsiao C. Data Analytics in Physical Activity Studies With Accelerometers: Scoping Review. Journal of Medical Internet Research 2024;26:e59497 View