Applying Topic Modeling for Automated Creation of Descriptive Metadata for Digital Collections

IF 1.5 4区 管理学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS
Monika Glowacka-Musial
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引用次数: 0

Abstract

Creation of descriptive metadata for digital objects tends to be a laborious process. Specifically, subject analysis that seeks to classify the intellectual content of digitized documents typically requires considerable time and effort to determine subject headings that best represent the substance of these documents. This project examines the use of topic modeling to streamline the workflow for assigning subject headings to the digital collection of New Mexico State University news releases issued between 1958 and 2020. The optimization of the workflow enables timely scholarly access to unique primary source documentation.
应用主题建模自动创建数字藏品的描述性元数据
为数字对象创建描述性元数据往往是一个费力的过程。具体来说,试图对数字化文档的知识内容进行分类的主题分析通常需要大量的时间和精力来确定最能代表这些文档内容的主题标题。该项目研究了主题建模的使用,以简化为新墨西哥州立大学1958年至2020年之间发布的新闻稿的数字集合分配主题标题的工作流程。工作流的优化使学者能够及时访问独特的主要源文档。
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来源期刊
Information Technology and Libraries
Information Technology and Libraries 管理科学-计算机:信息系统
CiteScore
2.90
自引率
5.60%
发文量
25
审稿时长
1 months
期刊介绍: Information Technology and Libraries publishes original material related to all aspects of information technology in all types of libraries. Topic areas include, but are not limited to, library automation, digital libraries, metadata, identity management, distributed systems and networks, computer security, intellectual property rights, technical standards, geographic information systems, desktop applications, information discovery tools, web-scale library services, cloud computing, digital preservation, data curation, virtualization, search-engine optimization, emerging technologies, social networking, open data, the semantic web, mobile services and applications, usability, universal access to technology, library consortia, vendor relations, and digital humanities.
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