Study on Optimal Training Methods for Teen-age 400-Meter Sprint Projects by Data Science

Zhicheng Fan

doi:10.54097/z7bj0w80

Authors

Zhicheng Fan

DOI:

https://doi.org/10.54097/z7bj0w80

Keywords:

400-meter Running; Data Science; Correlation Analysis; Multiple Linear Regression Analysis; Prediction Model.

Abstract

The research based on data science can provide more effective and personalized methods for the training of teen-age sprint events. This article analyzed the correlation between the consequent improvement in scores with gender, training methods, intensity, and cycles by collecting the key data of 400-meter running events. A multiple linear regression model was established to predict the running performance of teen-age athletes under different dependent variables, in order to provide references for the optimization of a teen-age training plan.

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References

Kai-Feng Z, Chong-De X. Correlative Analysis on 100-Meter Section Running and 400-Meter Racing Results [J].Journal of Beijing University of Physical Education, 2005.

Heck R H, Thomas S L, Tabata L N .Multilevel and Longitudinal Modeling with IBM SPSS[J].Routledge, 2013.Nie N H ,HULL, Hadlai,et al. SPSS: Statistical package for the social sciences [J].acta chirurgica belgica, 1970.

Jin-Shan C. Python-based big Data processing in military sports training [J]. Journal of military sports, 2020, 39(1): 4. (In Chinese)

Yu-Ying Z. Further Research on Training of and Stamina in 400-Meter Running [J]. Journal of Hebei Polytechnic College, 2007.

S. Rodríguez-Barbero, F. González-Mohíno, V. Rodrigo-Carranza, D. J. Santos-Garcia, D. Boullosa, J. M. González-Ravé. Acute effects of interval training on running kinematics in runners: A systematic review [J]. Gait & Posture, 2023, 19-26.

D. Lum, F. Tan, J. Pang, T. M. Barbosa. Effects of intermittent sprint and plyometric training on endurance running performance [J]. Journal of Sport and Health Science, 2019, 471-477.

Ying-Ying C. Effects of compound training of rapid expansion and contraction on explosive power of lower limbs of adolescent male sprinters [D]. Beijing Sport University, 2019. (In Chinese)