Diversity and complexity of hand movement for Autism Spectrum Disorder intervention

Dinghuang Zhang; Carrie Miriam Toptan; Gongyue Zhang; Shuwen Zhao; Dalin Zhou; Honghai Liu

doi:10.1109/ICACI52617.2021.9435864

Diversity and complexity of hand movement for Autism Spectrum Disorder intervention

Dinghuang Zhang
, Carrie Miriam Toptan
, Gongyue Zhang
, Shuwen Zhao
, Dalin Zhou
, Honghai Liu

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

432 Downloads (Pure)

Abstract

Flexibility and adaptability described in individuals with Autism Spectrum Disorders (ASD) refer to Stereotypical Motor Movements (SMM) and social interaction deficits, both of which are important symptoms of ASD. Inspired by the most recent psychological research by Jonge-Hoekstra, this paper aims to distinguish hand movement with two quantitative metrics extracted by the mid-layer of a supervised convolutional gesture recognition network, named diversity and complexity. Particularly, diversity indicates adaptability and complexity indicates flexibility. The utilisation of both metrics shows great potential for hand movement analysis with a particular emphasis on ASD intervention.

Original language	English
Title of host publication	Proceedings of the 13th International Conference on Advanced Computational Intelligence
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	286-292
ISBN (Electronic)	9781665412544
ISBN (Print)	9781665429467
DOIs	https://doi.org/10.1109/ICACI52617.2021.9435864
Publication status	Published - 25 May 2021
Event	The 13th International Conference on Advanced Computational Intelligence - Chongqing, China Duration: 14 May 2021 → 16 May 2021 https://icaci2021.sanxiau.edu.cn

Publication series

Name	IEEE ICACI Proceedings Series
Publisher	IEEE
ISSN (Electronic)	2573-3311

Conference

Conference	The 13th International Conference on Advanced Computational Intelligence
Country/Territory	China
City	Chongqing
Period	14/05/21 → 16/05/21
Internet address	https://icaci2021.sanxiau.edu.cn

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10.1109/ICACI52617.2021.9435864

Dinghuang Paper
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Accepted author manuscript (Post-print), 1.17 MB

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Zhang, D., Toptan, C. M., Zhang, G., Zhao, S., Zhou, D., & Liu, H. (2021). Diversity and complexity of hand movement for Autism Spectrum Disorder intervention. In Proceedings of the 13th International Conference on Advanced Computational Intelligence (pp. 286-292). (IEEE ICACI Proceedings Series). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICACI52617.2021.9435864

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title = "Diversity and complexity of hand movement for Autism Spectrum Disorder intervention",

abstract = "Flexibility and adaptability described in individuals with Autism Spectrum Disorders (ASD) refer to Stereotypical Motor Movements (SMM) and social interaction deficits, both of which are important symptoms of ASD. Inspired by the most recent psychological research by Jonge-Hoekstra, this paper aims to distinguish hand movement with two quantitative metrics extracted by the mid-layer of a supervised convolutional gesture recognition network, named diversity and complexity. Particularly, diversity indicates adaptability and complexity indicates flexibility. The utilisation of both metrics shows great potential for hand movement analysis with a particular emphasis on ASD intervention.",

author = "Dinghuang Zhang and Toptan, \{Carrie Miriam\} and Gongyue Zhang and Shuwen Zhao and Dalin Zhou and Honghai Liu",

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language = "English",

isbn = "9781665429467",

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publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "286--292",

booktitle = "Proceedings of the 13th International Conference on Advanced Computational Intelligence",

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note = "The 13th International Conference on Advanced Computational Intelligence ; Conference date: 14-05-2021 Through 16-05-2021",

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Zhang, D , Toptan, CM, Zhang, G, Zhao, S, Zhou, D & Liu, H 2021, Diversity and complexity of hand movement for Autism Spectrum Disorder intervention. in Proceedings of the 13th International Conference on Advanced Computational Intelligence. IEEE ICACI Proceedings Series, Institute of Electrical and Electronics Engineers Inc., pp. 286-292, The 13th International Conference on Advanced Computational Intelligence, Chongqing, China, 14/05/21. https://doi.org/10.1109/ICACI52617.2021.9435864

Diversity and complexity of hand movement for Autism Spectrum Disorder intervention. / Zhang, Dinghuang ; Toptan, Carrie Miriam; Zhang, Gongyue et al.
Proceedings of the 13th International Conference on Advanced Computational Intelligence. Institute of Electrical and Electronics Engineers Inc., 2021. p. 286-292 (IEEE ICACI Proceedings Series).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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AU - Liu, Honghai

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Zhang D , Toptan CM, Zhang G, Zhao S, Zhou D , Liu H. Diversity and complexity of hand movement for Autism Spectrum Disorder intervention. In Proceedings of the 13th International Conference on Advanced Computational Intelligence. Institute of Electrical and Electronics Engineers Inc. 2021. p. 286-292. (IEEE ICACI Proceedings Series). doi: 10.1109/ICACI52617.2021.9435864

Diversity and complexity of hand movement for Autism Spectrum Disorder intervention

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