首页|基于Python和Gephi的数据自动化分析及可视化研究——以智慧图书馆建设为例

基于Python和Gephi的数据自动化分析及可视化研究——以智慧图书馆建设为例

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随着人工智能技术的蓬勃发展,智慧社会建设正快速推进.图书馆作为公共服务的重要组成成分,其智慧化已成为必然选择.该研究以智慧图书馆建设为切入点,基于Python和Gephi,探索文献资源管理过程中实现数据自动化预处理、分析及可视化的方案,进而提高文献资源的利用率.在纸质文献资源方面,实现了架标的批量更新和重设计;在电子文献资源方面,实现了对大数据的自动化预处理及基于社会网络分析的数据可视化.在提升工作效率的同时,提高信息准确性和数据利用率,未来可进一步拓展到报告自动化生成及专利数据挖掘等领域.
Research on Data Automatic Analysis and Visualization Based on Python and Gephi—Taking the Construction of Smart Library as an Example
With the vigorous development of Artificial Intelligence(AI)technology,the construction of the smart society is rapidly advancing.As an important component of public services,the intelligentization of libraries has be-come an inevitable choice.Taking the construction of smart library as the starting point,this article explores the so-lutions for automated data pre-processing,analysis,and visualization based on Python and Gephi in literature re-source management,and further improves their utilization rate.In terms of paper literature resources,batch updates and redesigns of shelf labels have been achieved.In terms of electronic literature resources,data automatic pre-processing and visualization based on social network analysis have been achieved under the background of big data.It not only improves work efficiency,but also enhances information accuracy and data utilization rate.In the future,it can be further expanded to fields such as automated report generation and patent data mining.

PythonData governanceSocial network analysisVisualizationSmart library

叶曾瑜

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华南师范大学图书馆 广东 广州 510631

Python 数据治理 社会网络分析 可视化 智慧图书馆

2024

科技资讯
北京国际科技服务中心 北京合作创新国际科技服务中心

科技资讯

影响因子:0.51
ISSN:1672-3791
年,卷(期):2024.22(24)