Motoko Yamagishi, M. Koizumi, M. Widdersheim, Tomoya Igarashi
{"title":"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","authors":"Motoko Yamagishi, M. Koizumi, M. Widdersheim, Tomoya Igarashi","doi":"10.47989/colis2227","DOIUrl":null,"url":null,"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.","PeriodicalId":47431,"journal":{"name":"Information Research-An International Electronic Journal","volume":"34 1","pages":""},"PeriodicalIF":0.7000,"publicationDate":"2022-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Topic modelling of diverse events in the 21st century public library: A case analysis of New York Public Library\",\"authors\":\"Motoko Yamagishi, M. Koizumi, M. Widdersheim, Tomoya Igarashi\",\"doi\":\"10.47989/colis2227\",\"DOIUrl\":null,\"url\":null,\"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.\",\"PeriodicalId\":47431,\"journal\":{\"name\":\"Information Research-An International Electronic Journal\",\"volume\":\"34 1\",\"pages\":\"\"},\"PeriodicalIF\":0.7000,\"publicationDate\":\"2022-10-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Information Research-An International Electronic Journal\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://doi.org/10.47989/colis2227\",\"RegionNum\":4,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"INFORMATION SCIENCE & LIBRARY SCIENCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Information Research-An International Electronic Journal","FirstCategoryId":"91","ListUrlMain":"https://doi.org/10.47989/colis2227","RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"INFORMATION SCIENCE & LIBRARY SCIENCE","Score":null,"Total":0}
Topic modelling of diverse events in the 21st century public library: A case analysis of New York Public Library
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.
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.