Interpretable classification for multivariate gait analysis of cerebral palsy.

Changwon Yoon,Yongho Jeon,Hosik Choi,Soon-Sun Kwon,Jeongyoun Ahn

Biomedical engineering online（2023）

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摘要

We generalize the sparse functional linear discrimination framework to achieve interpretable classification of GMFCS levels using kinematic gait measures. The findings of this research will aid clinicians in diagnosing CP and assigning appropriate GMFCS levels in a more consistent, systematic, and scientifically supported manner.

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关键词

Cerebral palsy,Functional sparse classification,GMFCS,Multivariate functional data,Sparse functional linear discriminant analysis

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