Tong Liu, Christopher Homan, Cecilia Ovesdotter Alm, Megan C. Lytle-Flint, Ann Marie White, Henry A. Kautz
{"title":"Understanding Discourse on Work and Job-Related Well-Being in Public Social Media","authors":"Tong Liu, Christopher Homan, Cecilia Ovesdotter Alm, Megan C. Lytle-Flint, Ann Marie White, Henry A. Kautz","doi":"10.18653/v1/P16-1099","DOIUrl":null,"url":null,"abstract":"We construct a humans-in-the-loop supervised learning framework that integrates crowdsourcing feedback and local knowledge to detect job-related tweets from individual and business accounts. Using data-driven ethnography, we examine discourse about work by fusing language-based analysis with temporal, geospational, and labor statistics information.","PeriodicalId":74541,"journal":{"name":"Proceedings of the conference. Association for Computational Linguistics. Meeting","volume":"251 1","pages":"1044-1053"},"PeriodicalIF":0.0000,"publicationDate":"2016-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"17","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the conference. Association for Computational Linguistics. Meeting","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.18653/v1/P16-1099","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 17
Abstract
We construct a humans-in-the-loop supervised learning framework that integrates crowdsourcing feedback and local knowledge to detect job-related tweets from individual and business accounts. Using data-driven ethnography, we examine discourse about work by fusing language-based analysis with temporal, geospational, and labor statistics information.