Prediction Of Criminal Sentence for Dangerous Driving Based on Probability Graph Model

Authors

  • Boyang Liu

DOI:

https://doi.org/10.54097/79kqh593

Keywords:

probability graph model; Judicial reasoning; dangerous driving.

Abstract

In order to improve the accuracy and efficiency of predicting the sentence for the crime of dangerous driving, this article analyzes the application of probability graph models in judicial reasoning. By constructing an accurate model of complex evidence relationships and integrating uncertainty information in court evidence, the results show that the model can effectively support judgments and improve the transparency and fairness of judicial decision-making. In addition, the interpretability of the model provides legal professionals with a clear view of the decision-making process, enhancing the scientific and rational nature of legal judgments.

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References

Chuu E, Niu Y, Bhattacharya A, et al.EPSOM-Hyb: A General Purpose Estimator of Log-Marginal Likelihoods with Applications in Probabilistic Graphical Models[J].Algorithms,2024,17(5):213-.

Sun X, Guo J, Qin Y, et al.A Spatiotemporal Probabilistic Graphical Model Based on Adaptive Expectation-Maximization Attention for Individual Trajectory Reconstruction Considering Incomplete Observations[J].Entropy,2024,26(5):388-.

LIU H, ZHANG T, LI F, et al.A probabilistic generative model for tracking multi-knowledge concept mastery probability[J].Frontiers of Computer Science,2024,18(3):183602-.

Ah D S, SunHo L, Sohee O, et al.Probabilistic graphical modelling using Bayesian networks for predicting clinical outcome after posterior decompression in patients with degenerative cervical myelopathy.[J].Annals of medicine,2023,55(1):2232999-2232999.

Vladimir M, Oleg B. The Legal Definition of Dangerous Driving in the Context of the Legislation on Administrative Offenses[J]. Vestnik of the Omsk Law Academy,2017,14(1):77-82.

Anonymous. HGV driver jailed for death by dangerous driving[J]. Commercial Motor,2023,235(6076):20-20.

Chengjie L, Ziyu M, Ting W. A study of auxiliary factors for judges in sentencing dangerous driving offenses – the mediating role of favorable and unfavorable factors [J].Frontiers in Psychology,2023,141202518-1202518.

Anonymous. Lorry driver jailed for death by dangerous driving[J]. Commercial Motor,2023,235(6065):18-18.

Anonymous. Trucker is jailed for dangerous driving[J]. Commercial Motor,2022,234(5988):20-20.

Anonymous. Jail after death by dangerous driving conviction[J]. Commercial Motor,2021,234(5968):20-20.

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Published

14-08-2024

How to Cite

Liu, B. (2024). Prediction Of Criminal Sentence for Dangerous Driving Based on Probability Graph Model. Journal of Education, Humanities and Social Sciences, 36, 146-152. https://doi.org/10.54097/79kqh593