Approximate and Sample Entropy of the Center of Pressure During Unperturbed Tandem Standing: Effect of Altering the Tolerance Window

Approximate entropy (ApEn) and sample entropy (SampEn) are statistical indices designed to quantify the regularity or predictability of time-series data. Although ApEn has been a prominent choice in analyzing non-linear data, it is currently unclear which method and parameter selection combination i...

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Main Authors: Jayla Wesley, Samhita Rhodes, David W. Zeitler, Gordon Alderink
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Applied Sciences
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Online Access:https://www.mdpi.com/2076-3417/15/2/576
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author Jayla Wesley
Samhita Rhodes
David W. Zeitler
Gordon Alderink
author_facet Jayla Wesley
Samhita Rhodes
David W. Zeitler
Gordon Alderink
author_sort Jayla Wesley
collection DOAJ
description Approximate entropy (ApEn) and sample entropy (SampEn) are statistical indices designed to quantify the regularity or predictability of time-series data. Although ApEn has been a prominent choice in analyzing non-linear data, it is currently unclear which method and parameter selection combination is optimal for its application in biomechanics. This research aimed to examine the differences between ApEn and SampEn related to center-of-pressure (COP) data during tandem standing balance tasks, while also changing the tolerance window, <i>r</i>. Six participants completed five, 30 s trials, feet-together and tandem standing with eyes open and eyes closed. COP data (<i>fs</i> = 60 Hz, downsampled from 1200 Hz) from ground reaction force platforms were collected. ApEn and SampEn were calculated using a constant vector length, i.e., <i>m</i> = 2, but differing values of <i>r</i> (tolerance window). For each of the participants, four separate one-way analysis of variance analyses (ANOVA) were conducted for ApEn and SampEn along the anterior–posterior (AP) and medial–lateral (ML) axes. Dunnett’s intervals were applied to the one-way ANOVA analyses to determine which tandem conditions differed significantly from the baseline condition. ApEn and SampEn provided comparable results in the predictability of patterns for different stability conditions, with increasing instability, i.e., tandem eyes closed postures, being associated with greater unpredictability. The selection of <i>r</i> had a relatively consistent effect on mean ApEn and SampEn values across <i>r =</i> 0.15 × SD to <i>r</i> = 0.25 × SD, where both entropy methods tended to decrease as <i>r</i> increased. Mean SampEn values were generally lower than ApEn values. The results suggest that both ApEn and SampEn indices demonstrated relative consistency and were equally effective in quantifying the level of the center-of-pressure signal regularity during quiet tandem standing postural balance tests.
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spelling doaj-art-a8fa8e55a07a4f519f6e926c3cbd1e9b2025-01-24T13:19:53ZengMDPI AGApplied Sciences2076-34172025-01-0115257610.3390/app15020576Approximate and Sample Entropy of the Center of Pressure During Unperturbed Tandem Standing: Effect of Altering the Tolerance WindowJayla Wesley0Samhita Rhodes1David W. Zeitler2Gordon Alderink3School of Engineering, Grand Valley State University, Grand Rapids, MI 49504, USASchool of Engineering, Grand Valley State University, Grand Rapids, MI 49504, USADepartment of Statistics, Grand Valley State University, Allendale, MI 40401, USADepartment of Physical Therapy & Athletic Training, Grand Valley State University, Grand Rapids, MI 49503, USAApproximate entropy (ApEn) and sample entropy (SampEn) are statistical indices designed to quantify the regularity or predictability of time-series data. Although ApEn has been a prominent choice in analyzing non-linear data, it is currently unclear which method and parameter selection combination is optimal for its application in biomechanics. This research aimed to examine the differences between ApEn and SampEn related to center-of-pressure (COP) data during tandem standing balance tasks, while also changing the tolerance window, <i>r</i>. Six participants completed five, 30 s trials, feet-together and tandem standing with eyes open and eyes closed. COP data (<i>fs</i> = 60 Hz, downsampled from 1200 Hz) from ground reaction force platforms were collected. ApEn and SampEn were calculated using a constant vector length, i.e., <i>m</i> = 2, but differing values of <i>r</i> (tolerance window). For each of the participants, four separate one-way analysis of variance analyses (ANOVA) were conducted for ApEn and SampEn along the anterior–posterior (AP) and medial–lateral (ML) axes. Dunnett’s intervals were applied to the one-way ANOVA analyses to determine which tandem conditions differed significantly from the baseline condition. ApEn and SampEn provided comparable results in the predictability of patterns for different stability conditions, with increasing instability, i.e., tandem eyes closed postures, being associated with greater unpredictability. The selection of <i>r</i> had a relatively consistent effect on mean ApEn and SampEn values across <i>r =</i> 0.15 × SD to <i>r</i> = 0.25 × SD, where both entropy methods tended to decrease as <i>r</i> increased. Mean SampEn values were generally lower than ApEn values. The results suggest that both ApEn and SampEn indices demonstrated relative consistency and were equally effective in quantifying the level of the center-of-pressure signal regularity during quiet tandem standing postural balance tests.https://www.mdpi.com/2076-3417/15/2/576approximate entropysample entropytandem standing balancecenter of pressurecomplexitytolerance
spellingShingle Jayla Wesley
Samhita Rhodes
David W. Zeitler
Gordon Alderink
Approximate and Sample Entropy of the Center of Pressure During Unperturbed Tandem Standing: Effect of Altering the Tolerance Window
Applied Sciences
approximate entropy
sample entropy
tandem standing balance
center of pressure
complexity
tolerance
title Approximate and Sample Entropy of the Center of Pressure During Unperturbed Tandem Standing: Effect of Altering the Tolerance Window
title_full Approximate and Sample Entropy of the Center of Pressure During Unperturbed Tandem Standing: Effect of Altering the Tolerance Window
title_fullStr Approximate and Sample Entropy of the Center of Pressure During Unperturbed Tandem Standing: Effect of Altering the Tolerance Window
title_full_unstemmed Approximate and Sample Entropy of the Center of Pressure During Unperturbed Tandem Standing: Effect of Altering the Tolerance Window
title_short Approximate and Sample Entropy of the Center of Pressure During Unperturbed Tandem Standing: Effect of Altering the Tolerance Window
title_sort approximate and sample entropy of the center of pressure during unperturbed tandem standing effect of altering the tolerance window
topic approximate entropy
sample entropy
tandem standing balance
center of pressure
complexity
tolerance
url https://www.mdpi.com/2076-3417/15/2/576
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