{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,2]],"date-time":"2026-08-02T13:18:50Z","timestamp":1785676730791,"version":"3.56.0"},"publisher-location":"Singapore","reference-count":16,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789811933585","type":"print"},{"value":"9789811933592","type":"electronic"}],"license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022]]},"DOI":"10.1007\/978-981-19-3359-2_8","type":"book-chapter","created":{"date-parts":[[2022,8,22]],"date-time":"2022-08-22T05:02:57Z","timestamp":1661144577000},"page":"87-97","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["An Investigation into Influences of Tweet Sentiments on Stock Market Movements"],"prefix":"10.1007","author":[{"given":"Zhicheng","family":"Hao","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yun-Heh Jessica","family":"Chen-Burger","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2022,8,23]]},"reference":[{"issue":"5","key":"8_CR1","doi-asserted-by":"publisher","first-page":"1367","DOI":"10.1093\/rfs\/hhu001","volume":"27","author":"H Chen","year":"2014","unstructured":"Chen, H., De, P., Hu, Y.J., Hwang, B.-H.: Wisdom of crowds: the value of stock opinions transmitted through social media. Rev. Financ. Stud. 27(5), 1367\u20131403 (2014)","journal-title":"Rev. Financ. Stud."},{"key":"8_CR2","doi-asserted-by":"crossref","unstructured":"Yang, S.Y., Mo, S.Y.K., Zhu, X.: An empirical study of the financial community network on twitter. In: 2014 IEEE Conference on Computational Intelligence for Financial Engineering & Economics (CIFEr), pp. 55\u201362. IEEE (2014)","DOI":"10.1109\/CIFEr.2014.6924054"},{"issue":"1","key":"8_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.jocs.2010.12.007","volume":"2","author":"J Bollen","year":"2011","unstructured":"Bollen, J., Mao, H., Zeng, X.: Twitter mood predicts the stock market. J. Comput. Sci. 2(1), 1\u20138 (2011)","journal-title":"J. Comput. Sci."},{"key":"8_CR4","doi-asserted-by":"crossref","unstructured":"Hao, Z., Chen-Burger, Y.-H.J.: Analysing tweets sentiments for investment decisions in the stock market. In: Agents and Multi-Agent Systems: Technologies and Applications 2021, pp. 129\u2013141. Springer (2021)","DOI":"10.1007\/978-981-16-2994-5_11"},{"issue":"1","key":"8_CR5","doi-asserted-by":"publisher","first-page":"163","DOI":"10.1002\/asi.21662","volume":"63","author":"M Thelwall","year":"2012","unstructured":"Thelwall, M., Buckley, K., Paltoglou, G.: Sentiment strength detection for the social web. J. Am. Soc. Inform. Sci. Technol. 63(1), 163\u2013173 (2012)","journal-title":"J. Am. Soc. Inform. Sci. Technol."},{"issue":"1","key":"8_CR6","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1257\/089533003321164958","volume":"17","author":"BG Malkiel","year":"2003","unstructured":"Malkiel, B.G.: The efficient market hypothesis and its critics. J. Econ. Perspect. 17(1), 59\u201382 (2003)","journal-title":"J. Econ. Perspect."},{"key":"8_CR7","unstructured":"Xu, S.Y., Berkely, C.: Stock price forecasting using information from Yahoo finance and Google trend. UC Brekley (2014)"},{"issue":"10","key":"8_CR8","doi-asserted-by":"publisher","first-page":"1637","DOI":"10.1080\/14697688.2015.1071078","volume":"15","author":"SY Yang","year":"2015","unstructured":"Yang, S.Y., Mo, S.Y.K., Liu, A.: Twitter financial community sentiment and its predictive relationship to stock market movement. Quant. Financ. 15(10), 1637\u20131656 (2015)","journal-title":"Quant. Financ."},{"key":"8_CR9","doi-asserted-by":"crossref","unstructured":"Ruiz, E.J., Hristidis, V., Castillo, C., Gionis, A., Jaimes, A.: Correlating financial time series with micro-blogging activity. In: Proceedings of the fifth ACM international conference on Web search and data mining, pp. 513\u2013522. 2012","DOI":"10.1145\/2124295.2124358"},{"key":"8_CR10","doi-asserted-by":"crossref","unstructured":"Dhaoui, C., Webster, C.M., Tan, L.P.: Social media sentiment analysis: lexicon versus machine learning. J. Consum. Mark. (2017)","DOI":"10.1108\/JCM-03-2017-2141"},{"issue":"2","key":"8_CR11","doi-asserted-by":"publisher","first-page":"367","DOI":"10.1111\/1475-679X.12074","volume":"53","author":"LF Lee","year":"2015","unstructured":"Lee, L.F., Hutton, A.P., Shu, S.: The role of social media in the capital market: evidence from consumer product recalls. J. Account. Res. 53(2), 367\u2013404 (2015)","journal-title":"J. Account. Res."},{"issue":"9","key":"8_CR12","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0138441","volume":"10","author":"G Ranco","year":"2015","unstructured":"Ranco, G., Aleksovski, D., Caldarelli, G., Gr\u010dar, M., Mozeti\u010d, I.: The effects of Twitter sentiment on stock price returns. PLoS ONE 10(9), e0138441 (2015)","journal-title":"PLoS ONE"},{"issue":"10","key":"8_CR13","first-page":"2200","volume":"2010","author":"S Baccianella","year":"2010","unstructured":"Baccianella, S., Esuli, A., Sebastiani, F.: Sentiwordnet 3.0: an enhanced lexical resource for sentiment analysis and opinion mining. Lrec 2010(10), 2200\u20132204 (2010)","journal-title":"Lrec"},{"key":"8_CR14","unstructured":"Strapparava, C., Valitutti, A.: Wordnet affect: an affective extension of wordnet. In: Lrec, vol. 4, 1083\u20131086 edn, p. 40. Citeseer (2004)"},{"key":"8_CR15","unstructured":"Stone, P.J., Dunphy, D.C., Smith, M.S.: The General Inquirer: A Computer Approach to Content Analysis (1966)"},{"issue":"1","key":"8_CR16","doi-asserted-by":"publisher","first-page":"547","DOI":"10.1146\/annurev.psych.54.101601.145041","volume":"54","author":"JW Pennebaker","year":"2003","unstructured":"Pennebaker, J.W., Mehl, M.R., Niederhoffer, K.G.: Psychological aspects of natural language use: our words, our selves. Annu. Rev. Psychol. 54(1), 547\u2013577 (2003)","journal-title":"Annu. Rev. Psychol."}],"container-title":["Smart Innovation, Systems and Technologies","Agents and Multi-Agent Systems: Technologies and Applications 2022"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-19-3359-2_8","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,8,22]],"date-time":"2022-08-22T05:05:49Z","timestamp":1661144749000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-19-3359-2_8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"ISBN":["9789811933585","9789811933592"],"references-count":16,"URL":"https:\/\/doi.org\/10.1007\/978-981-19-3359-2_8","relation":{},"ISSN":["2190-3018","2190-3026"],"issn-type":[{"value":"2190-3018","type":"print"},{"value":"2190-3026","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]},"assertion":[{"value":"23 August 2022","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}