Pattern making and pattern breaking

IF 0.2 Q4 BUSINESS
Bernardo Mueller, Marcos Paulo R. Correia
{"title":"Pattern making and pattern breaking","authors":"Bernardo Mueller, Marcos Paulo R. Correia","doi":"10.20396/rbi.v21i00.8667409","DOIUrl":null,"url":null,"abstract":"How do new ideas emerge in academic contexts and what forces determine which ideas get selected and which are forgotten? We analyze all papers presented at the ANPEC Brazilian Economics National Meetings from 2013 to 2019 using topic modeling and Kullback-Leibler divergence to measure novelty and resonance. In contrast to simply counting citations or reference combinations, these methods explore the Shannon information in the actual texts to detect the rise of new patterns and whether these patterns persist once they have been established. We find that novelty is highly correlated with transience so that most new ideas are quickly forgotten. However, of the ideas that persist, those that are more novel have higher impact. We show that our text-based measure of impact is correlated with subsequent citations.","PeriodicalId":41641,"journal":{"name":"Revista Brasileira de Inovacao","volume":null,"pages":null},"PeriodicalIF":0.2000,"publicationDate":"2022-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Revista Brasileira de Inovacao","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.20396/rbi.v21i00.8667409","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"BUSINESS","Score":null,"Total":0}
引用次数: 0

Abstract

How do new ideas emerge in academic contexts and what forces determine which ideas get selected and which are forgotten? We analyze all papers presented at the ANPEC Brazilian Economics National Meetings from 2013 to 2019 using topic modeling and Kullback-Leibler divergence to measure novelty and resonance. In contrast to simply counting citations or reference combinations, these methods explore the Shannon information in the actual texts to detect the rise of new patterns and whether these patterns persist once they have been established. We find that novelty is highly correlated with transience so that most new ideas are quickly forgotten. However, of the ideas that persist, those that are more novel have higher impact. We show that our text-based measure of impact is correlated with subsequent citations.
模式制造和模式打破
新思想是如何在学术环境中出现的?是什么力量决定了哪些思想被选择,哪些被遗忘?我们使用主题建模和kullbak - leibler散度来衡量新颖性和共鸣,分析了2013年至2019年在ANPEC巴西经济全国会议上发表的所有论文。与简单地统计引文或参考组合不同,这些方法在实际文本中探索香农信息,以检测新模式的兴起,以及这些模式一旦建立后是否会持续存在。我们发现新鲜感与短暂性高度相关,所以大多数新想法很快就被遗忘了。然而,在那些持续存在的想法中,那些更新颖的想法有更大的影响。我们表明,基于文本的影响度量与随后的引用相关。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
19
审稿时长
2 weeks
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信