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A Prediction Method of Students' Physical Ability Score Based on Improved Interpolation Method

A technology of prediction method and interpolation method, applied in prediction, integrated learning, data processing application, etc., can solve the problems of difficulty in predicting students' physical fitness status in time, inability to effectively deal with the number of dimensions, and the proportion of missing values, so as to achieve accurate physical fitness prediction results. , avoid negative impact, improve the effect of timeliness

Active Publication Date: 2021-11-30
浙江华网恒业科技有限公司
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  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0004] The purpose of the embodiments of the present invention is to solve the technical problems that the existing student physical fitness detection method is time-consuming and labor-intensive, unable to effectively process data with a large number of dimensions, large density differences, and a high proportion of missing values, and thus it is difficult to predict the physical state of students in time , providing a method for predicting students' physical fitness scores by improving the interpolation method, comprising the following steps:

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  • A Prediction Method of Students' Physical Ability Score Based on Improved Interpolation Method
  • A Prediction Method of Students' Physical Ability Score Based on Improved Interpolation Method
  • A Prediction Method of Students' Physical Ability Score Based on Improved Interpolation Method

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Embodiment Construction

[0034] In order to make the purpose, technical solutions and advantages of the embodiments of the present invention more clear, various implementation modes of the present invention will be described in detail below in conjunction with the accompanying drawings. However, those of ordinary skill in the art can understand that, in each implementation manner of the present invention, many technical details are provided for readers to better understand the present application. However, even without these technical details and various changes and modifications based on the following implementation modes, the technical solution claimed in this application can also be realized. The division of the following embodiments is for the convenience of description, and should not constitute any limitation to the specific implementation of the present invention, and the various embodiments can be combined and referred to each other on the premise of no contradiction.

[0035] The first embodi...

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Abstract

The invention discloses a method for predicting students' physical fitness scores with an improved interpolation method. S1 collects the data required for students' physical fitness prediction; S2 uses the MCMC multiple interpolation method to fill in the sparse data; the iteration number N of the MCMC multiple interpolation method is determined The method is as follows: if the convergence of the Markov chain occurs at the 0-kth iteration, the number of iterations when the Markov chain converges is taken as the iteration number N of the MCMC multiple interpolation method; if no Markov chain occurs after the kth iteration The chain converges, and the data D is obtained by the k+i iteration 14 , data D 24 Input the XGBoost model, if the effect of the model is improved, use k+i as the iteration number N of the MCMC multiple interpolation method; S3 uses the data before and after the interpolation to construct a time-segment feature module; S4 is based on the time-segment feature module, using XGBoost to build. model to predict the student's physical fitness score in the second time period. The invention solves the problem of improper calculation of physical fitness prediction data coefficients and interpolation values, and improves the accuracy of test results.

Description

technical field [0001] The invention belongs to the fields of artificial intelligence, data statistics, medical informatization, etc., and relates to a prediction method, a storage medium and a system of a student's physical fitness score with an improved interpolation method. Background technique [0002] A student's physical fitness reflects a student's physical fitness, and students' physical health has always been valued by the state. Schools and parents often pay attention to children's learning and neglect the health of students. At present, many schools will test the physical fitness of students every year to understand the physical fitness status of students. In the prior art, the following methods are adopted in the physical fitness test field for students: in projects such as lung capacity, 50-meter running, sitting body forward bending, one-minute rope skipping, turning back and running, sit-ups, step test, pull-ups, standing long jump and ball games Among them,...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06Q10/04G06Q10/06G06Q50/20G06K9/62G06N20/20
CPCG06Q10/04G06Q10/0635G06Q50/205G06N20/20G06F18/10
Inventor 吴和俊王敏康王玲傅天涯
Owner 浙江华网恒业科技有限公司