摘要
Big data analysis and application is an efficient approach for analyzing and identifying different patterns, relations and trends in daily life. In this paper we proposed an intelligent big data platform for information sharing in connection to administrative law and criminal justice. We first explored the structure of the data and utilized Apache Pig and Hadoop to handle structured, semi-structured and unstructured data. We extracted and transformed useful features from data and delivered and stored them in database using Cassandra and Zookeeper. After obtaining required features we applied machine learning and neural network algorithms in the data sets, to classify or mine potential knowledge. Finally we stored the results in MongoDB in which all staff from law enforce departments can have access to them through Web APP. We have applied several state-of-the-art data mining techniques and big data analytic tools that are specifically used for data processing and feature extraction. The experimental results show that our system is efficient in improving the filing rate, and also time-saving in processing large number of data. The promising outcomes will be beneficial for administrative enforcement and law enforcement to speed up the process of solving law cases and provide insights that enable them track case activities, predict the likelihood of warnings, effectively deploy resources and make faster decisions.
| 源语言 | 英语 |
|---|---|
| 主期刊名 | Advances in Brain Inspired Cognitive Systems - 9th International Conference, BICS 2018, Proceedings |
| 编辑 | Amir Hussain, Bin Luo, Jiangbin Zheng, Xinbo Zhao, Cheng-Lin Liu, Jinchang Ren, Huimin Zhao |
| 出版商 | Springer Verlag |
| 页 | 654-662 |
| 页数 | 9 |
| ISBN(印刷版) | 9783030005627 |
| DOI | |
| 出版状态 | 已出版 - 2018 |
| 活动 | 9th International Conference on Brain-Inspired Cognitive Systems, BICS 2018 - Xi'an, 中国 期限: 7 7月 2018 → 8 7月 2018 |
出版系列
| 姓名 | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
|---|---|
| 卷 | 10989 LNAI |
| ISSN(印刷版) | 0302-9743 |
| ISSN(电子版) | 1611-3349 |
会议
| 会议 | 9th International Conference on Brain-Inspired Cognitive Systems, BICS 2018 |
|---|---|
| 国家/地区 | 中国 |
| 市 | Xi'an |
| 时期 | 7/07/18 → 8/07/18 |
联合国可持续发展目标
此成果有助于实现下列可持续发展目标:
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可持续发展目标 16 和平、正义和强大机构
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