Topic modelling of diverse events in the 21st century public library: A case analysis of New York Public Library

IF 0.7 4区 管理学 Q3 INFORMATION SCIENCE & LIBRARY SCIENCE Information Research-An International Electronic Journal Pub Date : 2022-10-25 DOI:10.47989/colis2227
Motoko Yamagishi, M. Koizumi, M. Widdersheim, Tomoya Igarashi
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引用次数: 0

Abstract

Public libraries hold events to meet the needs of citizens. Recently, online events have increased due to COVID-19. The purpose of this study is to describe public library events with an emphasis on those held during COVID-19. Analysis was based on 21,411 data points collected from event descriptions on the New York Public Library (NYPL) website, from November 2020 to November 2021. Using Latent Dirichlet Allocation (LDA), a topic modelling method, data were collected and analysed. Analysis. Event topics were extracted from event descriptions using LDA. 24 event topics were identified. Five general topical categories were then derived qualitatively from the 24 topics. The topics and topical categories were visualised using PCoA, a general algorithm used in LDA. 24 topics and 5 general topical categories were created. The events ranged from traditional collection-based events to future-oriented events to help overcome community division. Online participation was a common theme among all events. Online events that developed due to the COVID-19 pandemic offered increased opportunities for participation. In the current uncertain climate, public library events play an important role in supporting everyday life and culture.
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21世纪公共图书馆多元化事件的主题建模——以纽约公共图书馆为例
公共图书馆举办活动以满足市民的需要。最近,受新冠肺炎疫情影响,网络活动有所增加。本研究的目的是描述公共图书馆的活动,重点是在COVID-19期间举行的活动。分析基于从2020年11月至2021年11月从纽约公共图书馆(NYPL)网站上的事件描述中收集的21,411个数据点。利用主题建模方法潜狄利克雷分配(Latent Dirichlet Allocation, LDA)对数据进行收集和分析。分析。使用LDA从事件描述中提取事件主题。确定了24个活动主题。然后从24个主题中定性地得出5个一般主题类别。使用PCoA (LDA中使用的通用算法)对主题和主题类别进行可视化。创建了24个主题和5个一般主题类别。活动范围从传统的以收集为基础的活动到面向未来的活动,以帮助克服社区分裂。在线参与是所有活动的共同主题。由于COVID-19大流行而开展的在线活动为参与提供了更多机会。在当前不确定的气候下,公共图书馆活动在支持日常生活和文化方面发挥着重要作用。
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来源期刊
Information Research-An International Electronic Journal
Information Research-An International Electronic Journal INFORMATION SCIENCE & LIBRARY SCIENCE-
CiteScore
1.20
自引率
12.50%
发文量
62
审稿时长
45 weeks
期刊介绍: Information Research, is an open access, international, peer-reviewed, scholarly journal, dedicated to making accessible the results of research across a wide range of information-related disciplines. It is published by the University of Borås, Sweden, with the financial support of an NOP-HS Scientific Journal Grant. It is edited by Professor T.D. Wilson, and is hosted, and given technical support, by Lund University Libraries, Sweden.
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