A surrogate technique for investigating deterministic dynamics in discrete human movement

Journal article


Taylor, Paul G., Small, Michael, Lee, Kwee-Yum, Landeo, Raul, O'Meara, Damien M. and Millett, Emma L.. (2016) A surrogate technique for investigating deterministic dynamics in discrete human movement. Motor Control. 20(4), pp. 459 - 470. https://doi.org/10.1123/mc.2015-0043
AuthorsTaylor, Paul G., Small, Michael, Lee, Kwee-Yum, Landeo, Raul, O'Meara, Damien M. and Millett, Emma L.
Abstract

Entropy is an effective tool for investigation of human movement variability. However, before applying entropy, it can be beneficial to employ analyses to confirm that observed data are not solely the result of stochastic processes. This can be achieved by contrasting observed data with that produced using surrogate methods. Unlike continuous movement, no appropriate method has been applied to discrete human movement. This article proposes a novel surrogate method for discrete movement data, outlining the processes for determining its critical values. The proposed technique reliably generated surrogates for discrete joint angle time series, destroying fine-scale dynamics of the observed signal, while maintaining macro structural characteristics. Comparison of entropy estimates indicated observed signals had greater regularity than surrogates and were not only the result of stochastic but also deterministic processes. The proposed surrogate method is both a valid and reliable technique to investigate determinism in other discrete human movement time series.

Year2016
JournalMotor Control
Journal citation20 (4), pp. 459 - 470
PublisherHuman Kinetics Publishers Inc.
ISSN1087-1640
Digital Object Identifier (DOI)https://doi.org/10.1123/mc.2015-0043
Scopus EID2-s2.0-84993966764
Open accessPublished as green open access
Page range459 - 470
Research GroupSports Performance, Recovery, Injury and New Technologies (SPRINT) Research Centre
Author's accepted manuscript
Publisher's version
File Access Level
Controlled
Additional information

Authors accepted manuscript - as accepted for publication. © 2016 Human Kinetics, Inc.

Place of publicationUnited States of America
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https://acuresearchbank.acu.edu.au/item/8v266/a-surrogate-technique-for-investigating-deterministic-dynamics-in-discrete-human-movement

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