Journal of Research and Education(JRE)

Medetbekova Sara Department of Computer Science, Faculty of Engineering and Informatics, Ala-Too International University, Kyrgyzstan

Publications

• Review Article   
  Enhancing Global Physical Activity Levels Through Personalized Sport Recommendations Using Machine Learning
  Author(s): Medetbekova Sara*, Zhenishbek Orozahunov and Amina Davidbek kyzy
  
  Sedentary lifestyles are becoming the norm in the modern world. The development of obesity is increasing, which causes other health problems including cardiovascular diseases, musculoskeletal cases, and even diabetes mellitus. By providing tailored sports recommendations, people can remain active and minimize injury while reaching their goals. Relying on conventional approaches that do not take the interactions of other physical, medical, and psychological factors into consideration has resulted in bad sports decisions and associated problems. To do so, we propose using a machine learning (ML) stacking ensemble model, which delivers personalized sports suggestions for the users depending on their individual traits. The model achieved 92% accuracy based on a custom dataset using demographic, physiological, and key activities/preferences data. Feature importance analysis identified key .. Read More»
  

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