{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T17:51:40Z","timestamp":1740160300328,"version":"3.37.3"},"reference-count":34,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2017,10,4]],"date-time":"2017-10-04T00:00:00Z","timestamp":1507075200000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"name":"Ministry of Education (TR) (MEB)"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Soc. Netw. Anal. Min."],"published-print":{"date-parts":[[2017,12]]},"DOI":"10.1007\/s13278-017-0465-y","type":"journal-article","created":{"date-parts":[[2017,10,4]],"date-time":"2017-10-04T04:42:38Z","timestamp":1507092158000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Effects of emotion and topic area on topic shifts in social media discussions"],"prefix":"10.1007","volume":"7","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0266-7365","authenticated-orcid":false,"given":"Kamil","family":"Topal","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mehmet","family":"Koyut\u00fcrk","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"G\u00fcltekin","family":"\u00d6zsoyo\u011flu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,10,4]]},"reference":[{"key":"465_CR1","unstructured":"Alchemy (2015) Sentiment analysis API. http:\/\/www.alchemyapi.com\/api\/sentiment-analysis"},{"key":"465_CR2","doi-asserted-by":"crossref","unstructured":"Cambria E, Livingstone A, Hussain A (2012) The hourglass of emotions. In: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol 7403 LNCS, pp 144\u2013157","DOI":"10.1007\/978-3-642-34584-5_11"},{"key":"465_CR3","unstructured":"Disqus: Disqus API (2015). https:\/\/disqus.com\/api\/docs\/"},{"key":"465_CR4","unstructured":"FlowingData (2008) How to read and use a box-and-whisker plot. https:\/\/flowingdata.com\/2008\/02\/15\/how-to-read-and-use-a-box-and-whisker-plot\/"},{"issue":"1","key":"465_CR5","first-page":"1","volume":"18","author":"IK Fodor","year":"2002","unstructured":"Fodor IK (2002) A survey of dimension reduction techniques. Library 18(1):1\u201318","journal-title":"Library"},{"issue":"6","key":"465_CR6","doi-asserted-by":"crossref","first-page":"1218","DOI":"10.1214\/aos\/1176345638","volume":"9","author":"DA Freedman","year":"1981","unstructured":"Freedman DA (1981) Bootstrapping regression models. Ann Stat 9(6):1218\u20131228","journal-title":"Ann Stat"},{"key":"465_CR7","unstructured":"Gross D (2014) Online comments are being phased out. http:\/\/www.cnn.com\/2014\/11\/21\/tech\/web\/online-comment-sections\/"},{"issue":"3","key":"465_CR8","doi-asserted-by":"crossref","first-page":"315","DOI":"10.1016\/0306-4573(89)90048-4","volume":"25","author":"L Hamers","year":"1989","unstructured":"Hamers L, Hemeryck Y, Herweyers G, Janssen M, Keters H, Rousseau R, Vanhoutte A (1989) Similarity measures in scientometric research: the Jaccard index versus Salton\u2019s cosine formula. Inf Process Manag 25(3):315\u2013318","journal-title":"Inf Process Manag"},{"issue":"1","key":"465_CR9","first-page":"100","volume":"28","author":"JA Hartigan","year":"1979","unstructured":"Hartigan JA, Wong MA (1979) Algorithm AS 136: a $$K$$ K -means clustering algorithm. J R Stat Soc C 28(1):100\u2013108","journal-title":"J R Stat Soc C"},{"key":"465_CR10","unstructured":"Hasan M, Rundensteiner E, Agu, E (2014) EMOTEX: detecting emotions in Twitter messages. In: ASE BIGDATA\/SOCIALCOM\/CYBERSECURITY conference, pp 27\u201331"},{"key":"465_CR11","unstructured":"Havasi C, Speer R, Alonso JB (2007) ConceptNet 3: a flexible, multilingual semantic network for common sense knowledge. In: Proceedings of recent advances in natural languges processing 2007, pp 1\u20137. http:\/\/citeseer.ist.psu.edu\/viewdoc\/summary?doi=10.1.1.115.2844"},{"issue":"5","key":"465_CR12","doi-asserted-by":"crossref","first-page":"727","DOI":"10.1016\/S0306-4573(01)00060-7","volume":"38","author":"D He","year":"2002","unstructured":"He D, G\u00f6ker A, Harper DJ (2002) Combining evidence for automatic Web session identification. Inf Process Manag 38(5):727\u2013742","journal-title":"Inf Process Manag"},{"key":"465_CR13","doi-asserted-by":"crossref","unstructured":"Kleinberg JM, Kumar R, Raghavan P, Rajagopalan S, Tomkins AS (1999) The Web as a graph: measurements, models, and methods. Computer 1627(2):1\u201317. http:\/\/portal.acm.org\/citation.cfm?id=1765751.1765753","DOI":"10.1007\/3-540-48686-0_1"},{"key":"465_CR14","doi-asserted-by":"crossref","unstructured":"Knights D, Mozer MC, Nicolas N (2009) Detecting topic drift with compound topic models. In: ICWSM","DOI":"10.1075\/cilt.309.09kni"},{"key":"465_CR15","doi-asserted-by":"crossref","unstructured":"Liu Q, Huang H, Feng C (2013) Micro-blog post topic drift detection based on LDA model. pp 106\u2013118","DOI":"10.1007\/978-3-319-04048-6_10"},{"key":"465_CR16","doi-asserted-by":"crossref","unstructured":"Manning CD, Raghavan P, Sch\u00fctze H (2008) Introduction to information retrieval, vol 1","DOI":"10.1017\/CBO9780511809071"},{"key":"465_CR17","unstructured":"Motulsky H (2002) The link between error bars and statistical significance. https:\/\/egret.psychol.cam.ac.uk\/statistics\/local_copies_of_sources_Cardinal_and_Aitken_ANOVA\/errorbars.htm . Accessed 13 Nov 2015"},{"key":"465_CR18","unstructured":"Murguia M, Villasenor JL (2003) Estimating the effect of the similarity coefficient and the cluster algorithm on biogeographic classifications. Annales Botanici Fennici 40:415\u2013421. https:\/\/www.jstor.org\/stable\/23726799?seq=1#page_scan_tab_contents"},{"key":"465_CR19","unstructured":"NLP S (2013) Sentiment analysis. http:\/\/nlp.stanford.edu\/sentiment\/"},{"key":"465_CR20","doi-asserted-by":"crossref","unstructured":"O\u2019Hare N, Davy M, Bermingham A, Ferguson P, Sheridan PP, Gurrin C, Smeaton AF, OHare N (2009) Topic-dependent sentiment analysis of financial blogs. In: International CIKM workshop on topic-sentiment analysis for mass opinion measurement, pp 9\u201316","DOI":"10.1145\/1651461.1651464"},{"key":"465_CR21","doi-asserted-by":"crossref","first-page":"130","DOI":"10.1108\/eb046814","volume":"14","author":"M Porter","year":"1980","unstructured":"Porter M (1980) An algorithm for suffix stripping. Program 14:130\u2013137","journal-title":"Program"},{"key":"465_CR22","doi-asserted-by":"crossref","unstructured":"Rokach L, Maimon O (2005) Decision tree. Data mining and knowledge discovery handbook, pp pp 165\u2013192. http:\/\/www.ise.bgu.ac.il\/faculty\/liorr\/hbchap9.pdf","DOI":"10.1007\/0-387-25465-X_9"},{"key":"465_CR23","doi-asserted-by":"crossref","unstructured":"Russell JA (1980) A circumplex model of affect. J Pers Soc Psychol 39(6):1161\u20131178. http:\/\/psycnet.apa.org\/journals\/psp\/39\/6\/1161","DOI":"10.1037\/h0077714"},{"issue":"5","key":"465_CR24","doi-asserted-by":"crossref","first-page":"513","DOI":"10.1016\/0306-4573(88)90021-0","volume":"24","author":"G Salton","year":"1988","unstructured":"Salton G, Buckley C (1988) Term-weighting approaches in automatic text retrieval. Inf Process Manag 24(5):513\u2013523","journal-title":"Inf Process Manag"},{"key":"465_CR25","unstructured":"SenticNet SenticNet. http:\/\/sentic.net\/downloads\/"},{"issue":"1","key":"465_CR26","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1186\/s13321-014-0044-4","volume":"6","author":"C Skuta","year":"2014","unstructured":"Skuta C, Bartunek P, Svozil D (2014) InCHlib\u2014interactive cluster heatmap for web applications. J Cheminform 6(1):44\u201352","journal-title":"J Cheminform"},{"key":"465_CR27","doi-asserted-by":"publisher","unstructured":"Smith MS, Ogilvia DM, Stone PJ, Dunphy DC, Hartman JJ (1967) The general inquirer: a computer approach to content analysis. Am Sociol Rev 32. doi: 10.2307\/2092070","DOI":"10.2307\/2092070"},{"key":"465_CR28","unstructured":"Strapparava C, Valitutti A (2004) WordNet-affect: an affective extension of WordNet. In: Proceedings of the 4th international conference on language resources and evaluation, pp 1083\u20131086"},{"key":"465_CR29","doi-asserted-by":"crossref","unstructured":"Topal K, Koyuturk M, Ozsoyoglu G (2016) Emotion and area-driven topic shift analysis in social media discussions. In: 2016 IEEE\/ACM international conference on advances in social networks analysis and mining (ASONAM), pp 510\u2013518","DOI":"10.1109\/ASONAM.2016.7752283"},{"key":"465_CR30","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1613\/jair.2934","volume":"37","author":"PD Turney","year":"2010","unstructured":"Turney PD, Pantel P (2010) From frequency to meaning: vector space models of semantics. J Artif Intell Res 37:141\u2013188","journal-title":"J Artif Intell Res"},{"key":"465_CR31","doi-asserted-by":"crossref","unstructured":"Wall M, Rechtsteiner A, Rocha L (2003) Singular value decomposition and principal component analysis. In: A practical approach to microarray data analysis, pp 91\u2013109","DOI":"10.1007\/0-306-47815-3_5"},{"key":"465_CR32","doi-asserted-by":"crossref","first-page":"486","DOI":"10.1007\/978-3-540-30586-6_53","volume":"3406","author":"JM Wiebe","year":"2005","unstructured":"Wiebe JM, Ellen R (2005) Creating subjective and objective sentence classifiers from unannotated texts. Comput Linguist Intell Text Process 3406:486\u2013497","journal-title":"Comput Linguist Intell Text Process"},{"issue":"5","key":"465_CR33","first-page":"12","volume":"7","author":"T Wilson","year":"2005","unstructured":"Wilson T, Wiebe J, Hoffman P (2005) Recognizing contextual polarity in phrase level sentiment analysis. Acl 7(5):12\u201321","journal-title":"Acl"},{"key":"465_CR34","unstructured":"XPO6 (209) List of English stop words. http:\/\/xpo6.com\/list-of-english-stop-words\/"}],"container-title":["Social Network Analysis and Mining"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s13278-017-0465-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13278-017-0465-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13278-017-0465-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,10,4]],"date-time":"2019-10-04T02:47:34Z","timestamp":1570157254000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s13278-017-0465-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,10,4]]},"references-count":34,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2017,12]]}},"alternative-id":["465"],"URL":"https:\/\/doi.org\/10.1007\/s13278-017-0465-y","relation":{},"ISSN":["1869-5450","1869-5469"],"issn-type":[{"type":"print","value":"1869-5450"},{"type":"electronic","value":"1869-5469"}],"subject":[],"published":{"date-parts":[[2017,10,4]]},"article-number":"46"}}