TY - GEN
T1 - Atomic Operation Classification for Effective Legal Supervision Model Construction
AU - Qin, Tao
AU - Liu, Yunzhe
AU - Gao, Ya
AU - Li, Yizhen
AU - Wang, Pinghui
N1 - Publisher Copyright:
© ICST Institute for Computer Sciences, Social Informatics and Telecommunications Engineering 2026.
PY - 2026
Y1 - 2026
N2 - With the rapid development of big data technology, more and more complex legal supervision models are established to achieve different supervision goals. How to reduce the constructive difficulty and improve the usability is an essential challenge to be solved. In this paper, we propose a framework to classify the operations into different groups and named them as atomic operations. First, we divide the atomic operations into four different categories, including the basic operations, basic machine learning operations, specific functions and some specific operations for special areas. Secondly, for different categories, we simple give the implementation of different operations, and select specific operation as an example to issullate the detailed implementation process. Based on the atomic operations proposed in this paper, we can not only reduce the construction difficulty of the legal supervision model, but also can improve the interpretability of different constructed models, as they are formed by different atomic operations.
AB - With the rapid development of big data technology, more and more complex legal supervision models are established to achieve different supervision goals. How to reduce the constructive difficulty and improve the usability is an essential challenge to be solved. In this paper, we propose a framework to classify the operations into different groups and named them as atomic operations. First, we divide the atomic operations into four different categories, including the basic operations, basic machine learning operations, specific functions and some specific operations for special areas. Secondly, for different categories, we simple give the implementation of different operations, and select specific operation as an example to issullate the detailed implementation process. Based on the atomic operations proposed in this paper, we can not only reduce the construction difficulty of the legal supervision model, but also can improve the interpretability of different constructed models, as they are formed by different atomic operations.
KW - Atomic implementation
KW - Atomic operation classification
KW - Legal supervision models
UR - https://www.scopus.com/pages/publications/105030850497
U2 - 10.1007/978-3-032-14350-1_5
DO - 10.1007/978-3-032-14350-1_5
M3 - 会议稿件
AN - SCOPUS:105030850497
SN - 9783032143495
T3 - Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST
SP - 72
EP - 83
BT - Broadband Communications, Networks, and Systems - 15th EAI International Conference, BROADNETS 2024, Proceedings
A2 - Li, Shancang
A2 - Zhao, Shanshan
A2 - Iqbal, Muddesar
PB - Springer Science and Business Media Deutschland GmbH
T2 - 15th EAI International Conference on Broadband Communications, Networks, and Systems, BROADNETS 2024
Y2 - 14 December 2024 through 15 December 2024
ER -