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020 _a9783031688621
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024 7 _a10.1007/978-3-031-68862-1
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050 4 _aQA276-280
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100 1 _aGunning, Edward.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_984855
245 1 0 _aFunctional Data Analysis in Biomechanics
_h[electronic resource] :
_bA Concise Review of Core Techniques, Applications and Emerging Areas /
_cby Edward Gunning, John Warmenhoven, Andrew J. Harrison, Norma Bargary.
250 _a1st ed. 2024.
264 1 _aCham :
_bSpringer Nature Switzerland :
_bImprint: Springer,
_c2024.
300 _aX, 89 p. 35 illus., 30 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
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347 _atext file
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490 1 _aSpringerBriefs in Statistics,
_x2191-5458
505 0 _a- 1. Introduction -- 2. Preparing Biomechanical Data for Functional Data Analysis -- 3. Exploring Variation in Biomechanical Data -- 4. Functional Regression Models in Biomechanics -- 5. Case Study: The GaitRec Data -- 6. Future Directions of FDA in Biomechanics.
520 _aThis book provides a concise discussion of fundamental functional data analysis (FDA) techniques for analysing biomechanical data, along with an up-to-date review of their applications. The core of the book covers smoothing, registration, visualisation, functional principal components analysis and functional regression, framed in the context of the challenges posed by biomechanical data and accompanied by an extensive case study and reproducible examples using R. This book proposes future directions based on recently published methodological advancements in FDA and emerging sources of data in biomechanics. This is a vibrant research area, at the intersection of applied statistics, or more generally, data science, and biomechanics and human movement research. This book serves as both a contextual literature review of FDA applications in biomechanics and as an introduction to FDA techniques for applied researchers. In particular, it provides a valuable resource for biomechanics researchers seeking to broaden or deepen their FDA knowledge.
650 0 _aStatistics .
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650 0 _aQuantitative research.
650 0 _aBiometry.
_965981
650 0 _aSports sciences.
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650 0 _aStatistics.
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650 1 4 _aApplied Statistics.
_965986
650 2 4 _aData Analysis and Big Data.
650 2 4 _aBiostatistics.
_965985
650 2 4 _aStatistics in Engineering, Physics, Computer Science, Chemistry and Earth Sciences.
_966911
650 2 4 _aSport Science.
_968591
650 2 4 _aStatistical Theory and Methods.
700 1 _aWarmenhoven, John.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_984856
700 1 _aHarrison, Andrew J.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_984857
700 1 _aBargary, Norma.
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_4http://id.loc.gov/vocabulary/relators/aut
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710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
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776 0 8 _iPrinted edition:
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830 0 _aSpringerBriefs in Statistics,
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856 4 0 _uhttps://doi.org/10.1007/978-3-031-68862-1
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