Proceedings of the 2018 International Conference on Advanced Control, Automation and Artificial Intelligence (ACAAI 2018)

Analysis of Criminal Case Judgment Documents Based on Deep Learning

Authors
Jinbo Han, Dakui Li, Nanhai Yang, Zhu Liu, Qiong Nan
Corresponding Author
Jinbo Han
Available Online March 2018.
DOI
https://doi.org/10.2991/acaai-18.2018.61How to use a DOI?
Keywords
convolutional neural network; multiple nuclear convolution; criminal case verdict document; prediction of sentencing interval
Abstract

In recent years, along with the improvement of population quality and the advancement of the rule of law society, the market for legal services in the middle and low-end markets has continued to expand, and legal advice has become widespread in daily life. In the process of legal services, the legal provisions play an important role in the lawyer's decision-making. Meanwhile, the historical cases can help the lawyers and the parties to draw lessons from similar cases. However, with the increasing number of judicial documents, it is becoming increasingly difficult to summarize and learn from history. Therefore, this paper proposes a sentencing interval prediction model of criminal cases based on convolutional neural network, and through the method of multi-core convolution, greatly enhances the generalization ability and prediction performance of the model. The experimental analysis of real criminal case verdict verifies that the model is more effective than other classification prediction algorithms.

Copyright
© 2018, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Download article (PDF)

Volume Title
Proceedings of the 2018 International Conference on Advanced Control, Automation and Artificial Intelligence (ACAAI 2018)
Series
Advances in Intelligent Systems Research
Publication Date
March 2018
ISBN
978-94-6252-483-5
ISSN
1951-6851
DOI
https://doi.org/10.2991/acaai-18.2018.61How to use a DOI?
Copyright
© 2018, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Jinbo Han
AU  - Dakui Li
AU  - Nanhai Yang
AU  - Zhu Liu
AU  - Qiong Nan
PY  - 2018/03
DA  - 2018/03
TI  - Analysis of Criminal Case Judgment Documents Based on Deep Learning
BT  - Proceedings of the 2018 International Conference on Advanced Control, Automation and Artificial Intelligence (ACAAI 2018)
PB  - Atlantis Press
SP  - 261
EP  - 264
SN  - 1951-6851
UR  - https://doi.org/10.2991/acaai-18.2018.61
DO  - https://doi.org/10.2991/acaai-18.2018.61
ID  - Han2018/03
ER  -