{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,22]],"date-time":"2026-09-22T02:34:04Z","timestamp":1790044444396,"version":"4.0.1"},"reference-count":8,"publisher":"Association for Computing Machinery (ACM)","issue":"Autumn","license":[{"start":{"date-parts":[[2012,9,1]],"date-time":"2012-09-01T00:00:00Z","timestamp":1346457600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["SIGWEB Newsl."],"published-print":{"date-parts":[[2012,9]]},"abstract":"<jats:p>Conversational partners influence each others' emotions and topics. Using a large dataset of Twitter conversations and an unsupervised machine learning technique, we discover patterns of emotion influence in naturally occurring conversations. We describe our computational framework for automatically classifying emotions, analyzing the emotional transitions, and discovering emotion influence patterns. We found that conversational partners usually express the same emotion (emotion contagion), but when they do not, one of the conversational partners tends to respond with a positive emotion. Also, tweets containing sympathy, apology, and complaint are significant emotion influencers. One of the interesting findings is that expressing a desired emotion is the best strategy to alter partner's emotion.<\/jats:p>","DOI":"10.1145\/2362631.2362634","type":"journal-article","created":{"date-parts":[[2012,10,24]],"date-time":"2012-10-24T18:44:51Z","timestamp":1351104291000},"page":"1-6","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":6,"title":["\"Discovering emotion influence patterns in online social network conversations\" by Suin Kim, JinYeong Bak, and Alice Oh, with Ching-man Au Yeung as coordinator"],"prefix":"10.1145","volume":"2012","author":[{"given":"Suin","family":"Kim","sequence":"first","affiliation":[{"name":"KAIST, Republic of Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"JinYeong","family":"Bak","sequence":"additional","affiliation":[{"name":"KAIST, Republic of Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alice","family":"Oh","sequence":"additional","affiliation":[{"name":"KAIST, Republic of Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2012,9]]},"reference":[{"key":"e_1_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.5555\/944919.944937"},{"key":"e_1_2_1_2_1","volume-title":"Diurnal and seasonal mood vary with work, sleep, and daylength across diverse cultures. Science 333, 6051","author":"GOLDER S.","year":"1878","unstructured":"GOLDER , S. AND MACY , M. 2011. Diurnal and seasonal mood vary with work, sleep, and daylength across diverse cultures. Science 333, 6051 , 1878 --1881. GOLDER, S. AND MACY, M. 2011. Diurnal and seasonal mood vary with work, sleep, and daylength across diverse cultures. Science 333, 6051, 1878--1881."},{"key":"e_1_2_1_3_1","doi-asserted-by":"crossref","unstructured":"HARELI S. AND RAFAELI A. 2008. Emotion cycles: On the social influence of emotion in organizations. Research in organizational behavior 28 35--59.  HARELI S. AND RAFAELI A. 2008. Emotion cycles: On the social influence of emotion in organizations. Research in organizational behavior 28 35--59.","DOI":"10.1016\/j.riob.2008.04.007"},{"key":"e_1_2_1_4_1","volume-title":"Emotional contagion","author":"HATFIELD E.","unstructured":"HATFIELD , E. , CACIOPPO , J. , AND RAPSON , R. 1994. Emotional contagion . Cambridge Univ Pr . HATFIELD, E., CACIOPPO, J., AND RAPSON, R. 1994. Emotional contagion. Cambridge Univ Pr."},{"key":"e_1_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/1935826.1935932"},{"key":"e_1_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/1935826.1935854"},{"key":"e_1_2_1_7_1","volume-title":"Proceedings of the 6th International AAAI Conference on Weblogs and Social Media. AAAI.","author":"KIM S.","year":"2012","unstructured":"KIM , S. , BAK , J. , AND OH , A. 2012 . Do you feel what i feel? social aspects of emotions in twitter conversations . In Proceedings of the 6th International AAAI Conference on Weblogs and Social Media. AAAI. KIM, S., BAK, J., AND OH, A. 2012. Do you feel what i feel? social aspects of emotions in twitter conversations. In Proceedings of the 6th International AAAI Conference on Weblogs and Social Media. AAAI."},{"key":"e_1_2_1_8_1","volume-title":"Emotion: A psychoevolutionary synthesis","author":"PLUTCHIK R.","year":"1980","unstructured":"PLUTCHIK , R. 1980 . Emotion: A psychoevolutionary synthesis . Harper & Row New York . PLUTCHIK, R. 1980. Emotion: A psychoevolutionary synthesis. Harper & Row New York."}],"container-title":["ACM SIGWEB Newsletter"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2362631.2362634","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2362631.2362634","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T09:34:51Z","timestamp":1750239291000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2362631.2362634"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,9]]},"references-count":8,"journal-issue":{"issue":"Autumn","published-print":{"date-parts":[[2012,9]]}},"alternative-id":["10.1145\/2362631.2362634"],"URL":"https:\/\/doi.org\/10.1145\/2362631.2362634","relation":{},"ISSN":["1931-1745","1931-1435"],"issn-type":[{"value":"1931-1745","type":"print"},{"value":"1931-1435","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,9]]},"assertion":[{"value":"2012-09-01","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}