Chen-Ya Wang, Yi-Chun Lin, Hsia-Ching Chang, S. Chou
{"title":"推特中的消费者情绪与优惠券信息共享行为的初步探讨","authors":"Chen-Ya Wang, Yi-Chun Lin, Hsia-Ching Chang, S. Chou","doi":"10.4018/IJOM.2017070101","DOIUrl":null,"url":null,"abstract":"The authors aim to explore the correlation between coupon information-sharing behavior and consumer sentiment by analyzing tweets. They used Twitter application programming interface to retrieve users’ tweets, and took a machine learning approach for sentiment analysis. After the data pre-processing procedure, the authors then examined the correlation between sentiments in tweets and coupon information sharing. More than half of the most active users showed that their coupon information-sharing behavior correlated to both positive and negative sentiments. The results also showed that the response, coupon information sharing, for positive/negative sentiment had no significant time shifting pattern for most of the users. This study preliminary verifies the assumption that there is a correlation between users’ sentiments in tweets and coupon information-sharing behavior, and indicates some interesting findings. The authors’ findings may shed light on whether sentiment plays a role in social media communication concerning the sharing of coupon information. Consumer Sentiment in Tweets and Coupon InformationSharing Behavior: An Initial Exploration","PeriodicalId":308658,"journal":{"name":"Int. J. Online Mark.","volume":"16 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"Consumer Sentiment in Tweets and Coupon Information-Sharing Behavior: An Initial Exploration\",\"authors\":\"Chen-Ya Wang, Yi-Chun Lin, Hsia-Ching Chang, S. Chou\",\"doi\":\"10.4018/IJOM.2017070101\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The authors aim to explore the correlation between coupon information-sharing behavior and consumer sentiment by analyzing tweets. They used Twitter application programming interface to retrieve users’ tweets, and took a machine learning approach for sentiment analysis. After the data pre-processing procedure, the authors then examined the correlation between sentiments in tweets and coupon information sharing. More than half of the most active users showed that their coupon information-sharing behavior correlated to both positive and negative sentiments. The results also showed that the response, coupon information sharing, for positive/negative sentiment had no significant time shifting pattern for most of the users. This study preliminary verifies the assumption that there is a correlation between users’ sentiments in tweets and coupon information-sharing behavior, and indicates some interesting findings. The authors’ findings may shed light on whether sentiment plays a role in social media communication concerning the sharing of coupon information. Consumer Sentiment in Tweets and Coupon InformationSharing Behavior: An Initial Exploration\",\"PeriodicalId\":308658,\"journal\":{\"name\":\"Int. J. Online Mark.\",\"volume\":\"16 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2017-07-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Int. J. Online Mark.\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.4018/IJOM.2017070101\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Int. J. Online Mark.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4018/IJOM.2017070101","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Consumer Sentiment in Tweets and Coupon Information-Sharing Behavior: An Initial Exploration
The authors aim to explore the correlation between coupon information-sharing behavior and consumer sentiment by analyzing tweets. They used Twitter application programming interface to retrieve users’ tweets, and took a machine learning approach for sentiment analysis. After the data pre-processing procedure, the authors then examined the correlation between sentiments in tweets and coupon information sharing. More than half of the most active users showed that their coupon information-sharing behavior correlated to both positive and negative sentiments. The results also showed that the response, coupon information sharing, for positive/negative sentiment had no significant time shifting pattern for most of the users. This study preliminary verifies the assumption that there is a correlation between users’ sentiments in tweets and coupon information-sharing behavior, and indicates some interesting findings. The authors’ findings may shed light on whether sentiment plays a role in social media communication concerning the sharing of coupon information. Consumer Sentiment in Tweets and Coupon InformationSharing Behavior: An Initial Exploration