基于Python语言的文本数据增强系统设计  

Design of Text Data Enhancement System Based on Python Language

作　　者：陈赣浪 李琴 苏意玲 蔡妍 CHEN Ganlang;LI Qin;SU Yiling;CAI Yan(Software College South China Normal University,Foshan,Guangdong 528225,China)

机构地区：[1]华南师范大学软件学院,广东佛山528225

出　　处：《移动信息》2024年第12期259-260,282,共3页Mobile Information

摘　　要：在机器学习和自然语言处理任务中,需要获取足够的高质量数据来训练模型,为此文中提出了一种基于Py⁃thon编程的文件数据处理系统。首先,以Python为基础,构建了一套面向文本信息的提升系统体系结构,包括3个层次,即数据储存层,业务论理层,功能显示层。其次,设计了系统过程,实现了文本数据强化模板及文本数据任务管制功能,设计文本数据增强了系统软件。实验结果表明,该系统能有效地增强文本数据,且随着文本数量和增强倍数的增加,系统仍能保持较好的性能。In machine learning and natural language processing tasks,in order to obtain sufficient high-quality data to train models,a file data processing system based on Python programming is proposed.Firstly,based on Python,a text oriented enhancement system architecture was constructed,which includes three levels:data storage layer,business logic layer,and functional display layer.Secondly,the system process was designed,a text data augmentation template was created,a text data task control function was created,and the text data augmentation system software was designed.The experimental results show that the designed system can effectively enhance text data,and with the increase of text quantity and enhancement factor,the system can still maintain good performance.

关 键 词：系统设计 文本数据 通信数据 增强系统 PYTHON语言 

分 类 号：TP393[自动化与计算机技术—计算机应用技术]