Application of Functional Data Analysis in Complex Human Movement Analysis
Functional data analysis, pioneered by Ramsay, the president of the statistical society of Canada, is a novel statistical method widely applied in the field of human movement analysis. This study clarifies the relevant concepts and basic processes of functional data analysis, outlines the computati...
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| Format: | Article |
| Language: | English |
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Nicolaus Copernicus University in Toruń
2025-04-01
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| Series: | Quality in Sport |
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| Online Access: | https://apcz.umk.pl/QS/article/view/60004 |
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| _version_ | 1849323135971622912 |
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| author | Baifa Zhang Zhi-Cheng Lin |
| author_facet | Baifa Zhang Zhi-Cheng Lin |
| author_sort | Baifa Zhang |
| collection | DOAJ |
| description |
Functional data analysis, pioneered by Ramsay, the president of the statistical society of Canada, is a novel statistical method widely applied in the field of human movement analysis. This study clarifies the relevant concepts and basic processes of functional data analysis, outlines the computational framework of functional principal component analysis, and focuses on exploring its applications in sports science, clinical rehabilitation, and motor development. Compared to traditional cross-sectional statistics, Functional data nalysis demonstrates unique advantages in human movement analysis research and is expected to become a reliable technical means for exploring the laws of human mechanical movement in the future.
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| format | Article |
| id | doaj-art-ac48600c310146ce9bc9f736765a0899 |
| institution | Kabale University |
| issn | 2450-3118 |
| language | English |
| publishDate | 2025-04-01 |
| publisher | Nicolaus Copernicus University in Toruń |
| record_format | Article |
| series | Quality in Sport |
| spelling | doaj-art-ac48600c310146ce9bc9f736765a08992025-08-20T03:49:08ZengNicolaus Copernicus University in ToruńQuality in Sport2450-31182025-04-014010.12775/QS.2025.40.60004Application of Functional Data Analysis in Complex Human Movement AnalysisBaifa Zhang0https://orcid.org/0000-0002-6746-0066Zhi-Cheng Lin1School of Sports, Southwest University, Chongqing 400715, ChinaSchool of Sports, Southwest University, Chongqing 400715, China Functional data analysis, pioneered by Ramsay, the president of the statistical society of Canada, is a novel statistical method widely applied in the field of human movement analysis. This study clarifies the relevant concepts and basic processes of functional data analysis, outlines the computational framework of functional principal component analysis, and focuses on exploring its applications in sports science, clinical rehabilitation, and motor development. Compared to traditional cross-sectional statistics, Functional data nalysis demonstrates unique advantages in human movement analysis research and is expected to become a reliable technical means for exploring the laws of human mechanical movement in the future. https://apcz.umk.pl/QS/article/view/60004Functional Data AnalysisMovement AnalysisTime series data |
| spellingShingle | Baifa Zhang Zhi-Cheng Lin Application of Functional Data Analysis in Complex Human Movement Analysis Quality in Sport Functional Data Analysis Movement Analysis Time series data |
| title | Application of Functional Data Analysis in Complex Human Movement Analysis |
| title_full | Application of Functional Data Analysis in Complex Human Movement Analysis |
| title_fullStr | Application of Functional Data Analysis in Complex Human Movement Analysis |
| title_full_unstemmed | Application of Functional Data Analysis in Complex Human Movement Analysis |
| title_short | Application of Functional Data Analysis in Complex Human Movement Analysis |
| title_sort | application of functional data analysis in complex human movement analysis |
| topic | Functional Data Analysis Movement Analysis Time series data |
| url | https://apcz.umk.pl/QS/article/view/60004 |
| work_keys_str_mv | AT baifazhang applicationoffunctionaldataanalysisincomplexhumanmovementanalysis AT zhichenglin applicationoffunctionaldataanalysisincomplexhumanmovementanalysis |