Exploring unsupervised feature extraction of IMU-based gait data in stroke rehabilitation using a variational autoencoder

Richard Felius; Michiel Punt; Marieke Geerars; Natasja Wouda; Rins Rutgers; Sjoerd Bruijn; Sina David; Jaap van Dieën

doi:10.1371/journal.pone.0304558

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Open Access

Peer-reviewed

Research Article

Exploring unsupervised feature extraction of IMU-based gait data in stroke rehabilitation using a variational autoencoder

Richard Felius ,

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

* E-mail: Richard.Felius@hu.nl

Affiliations Research Group Lifestyle and Health, Utrecht University of Applied Sciences, Utrecht, The Netherlands, Department of Human Movement Science, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands

https://orcid.org/0000-0001-8904-1471

⨯
Michiel Punt,

Roles Conceptualization, Funding acquisition, Investigation, Project administration, Resources, Software, Supervision

Affiliation Research Group Lifestyle and Health, Utrecht University of Applied Sciences, Utrecht, The Netherlands
⨯
Marieke Geerars,

Roles Conceptualization, Data curation, Investigation

Affiliation Physiotherapy Department Neurology, Rehabilitation Center de Parkgraaf, Utrecht, The Netherlands
⨯
Natasja Wouda,

Roles Conceptualization, Data curation, Investigation

Affiliations Center of Excellence for Rehabilitation Medicine, UMC Utrecht Brain Center, Utrecht, The Netherlands, Department of neurorehabilitation, De Hoogstraat Rehabilitation, Utrecht, The Netherlands

https://orcid.org/0000-0001-6116-5632

⨯
Rins Rutgers,

Roles Data curation, Software

Affiliation Research Group Lifestyle and Health, Utrecht University of Applied Sciences, Utrecht, The Netherlands
⨯
Sjoerd Bruijn,

Roles Conceptualization, Investigation, Methodology, Supervision

Affiliation Department of Human Movement Science, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
⨯
Sina David,

Roles Conceptualization, Investigation, Methodology

Affiliation Department of Human Movement Science, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
⨯
Jaap van Dieën

Roles Conceptualization, Investigation, Methodology, Supervision

Affiliation Department of Human Movement Science, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands

https://orcid.org/0000-0002-7719-5585

⨯

Exploring unsupervised feature extraction of IMU-based gait data in stroke rehabilitation using a variational autoencoder

Richard Felius,
Michiel Punt,
Marieke Geerars,
Natasja Wouda,
Rins Rutgers,
Sjoerd Bruijn,
Sina David,
Jaap van Dieën

Published: October 4, 2024
https://doi.org/10.1371/journal.pone.0304558

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Gait analysis
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Walking
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Gait rehabilitation
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Acceleration
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