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Fig 1.

BPNN structure.

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Fig 2.

Algorithm process of BPNN.

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Table 1.

Comparison of single-action recognition accuracy rate in MHAD dataset.

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Table 2.

The recognition results of classifiers of random forest, support vector machine, and Bayesian network.

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Fig 3.

Comparison of the results in the experimental group before and after the experiment (Note: * indicates that the difference is statistically significant).

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Fig 4.

Comparison of the results between the experimental and control groups(Note: * Indicates a significant difference).

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Table 3.

Performance test results of hidden nodes of the BPNN algorithm.

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Table 3 Expand

Fig 5.

Simulation results of BPNN.

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Fig 6.

The accuracy of kicking actions of players in the experimental group.

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Fig 7.

The accuracy of kicking actions of players in the control group.

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