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Xuyin Xu

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Articles

A machine learning framework for personalized exercise prescription based on BMI and physical fitness assessment

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By Ming Mo, Buxi Li, Peng Kang, Jun Wang, Wanhong Luo, Tianshuo Jiao, Guixiang Wu, Xuyin Xu
| Flipboard
1 hour ago We asked the Dark Sky guy what it takes to get the forecast right. Subscribe here: Apple Podcasts | Spotify | YouTube | Overcast | Pocket Casts How are we still getting caught in the rain? This week’s Galaxy Brain explores the world of weather forecasting—specifically the apps on our phones that we …
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A machine learning framework for personalized exercise prescription based on BMI and physical fitness assessment

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By Ming Mo, Peng Kang, Jun Wang, Guixiang Wu, Xuyin Xu, Buxi Li, Wanhong Luo, Tianshuo Jiao
| Nature Verified
Abstract This study proposes a hybrid machine learning framework that integrates one-dimensional convolutional neural networks (1D-CNN) with multi-head attention and Light Gradient Boosting Machines (LightGBM) to model the relationship between physical fitness and body mass index (BMI), thereby generating personalized exercise prescriptions.
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