{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,17]],"date-time":"2026-08-17T15:36:42Z","timestamp":1786981002672,"version":"build-2736575974"},"reference-count":43,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2012,6,25]],"date-time":"2012-06-25T00:00:00Z","timestamp":1340582400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Comput Math Organ Theory"],"published-print":{"date-parts":[[2012,9]]},"DOI":"10.1007\/s10588-012-9121-2","type":"journal-article","created":{"date-parts":[[2012,6,25]],"date-time":"2012-06-25T06:53:06Z","timestamp":1340607186000},"page":"257-279","source":"Crossref","is-referenced-by-count":58,"title":["Maximizing benefits from crowdsourced data"],"prefix":"10.1007","volume":"18","author":[{"given":"Geoffrey","family":"Barbier","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Reza","family":"Zafarani","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Huiji","family":"Gao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gabriel","family":"Fung","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Huan","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2012,6,25]]},"reference":[{"key":"9121_CR1","volume-title":"Proceedings of the 3rd international AAAI conference on weblogs and social media (ICWSM)","author":"N Agarwal","year":"2009","unstructured":"Agarwal N, Kumar S, Liu H, Woodward M (2009) Blogtrackers: a tool for sociologists to track and analyze blogosphere. In: Proceedings of the 3rd international AAAI conference on weblogs and social media (ICWSM). http:\/\/www.public.asu.edu\/~huanliu\/papers\/icwsm09k.pdf"},{"key":"9121_CR2","volume-title":"Synthesis lectures on data mining and knowledge discovery","author":"N Agarwal","year":"2009","unstructured":"Agarwal N, Liu H (2009) Modeling and data mining in blogosphere. In: Synthesis lectures on data mining and knowledge discovery, vol 1. Morgan\/Claypool, San Mateo. http:\/\/www.morganclaypool.com\/doi\/abs\/10.2200\/S00213ED1V01Y200907DMK001"},{"key":"9121_CR3","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1145\/1341531.1341559","volume-title":"Proceedings of the international conference on web search and Web data mining","author":"N Agarwal","year":"2008","unstructured":"Agarwal N, Liu H, Tang L, Yu P (2008) Identifying the influential bloggers in a community. In: Proceedings of the international conference on web search and Web data mining. ACM, New York, pp\u00a0207\u2013218"},{"key":"9121_CR4","volume-title":"Modern information retrieval","author":"R Baeza-Yates","year":"1999","unstructured":"Baeza-Yates R, Ribeiro-Neto B et al (1999) Modern information retrieval, vol 463. ACM, New York"},{"key":"9121_CR5","first-page":"117","volume-title":"Computational linguistics and intelligent text processing","author":"S Banerjee","year":"2002","unstructured":"Banerjee S, Pedersen T (2002) An adapted lesk algorithm for word sense disambiguation using wordnet. In: Computational linguistics and intelligent text processing, pp 117\u2013171"},{"key":"9121_CR6","volume-title":"Pattern recognition and machine learning","author":"C Bishop","year":"2006","unstructured":"Bishop C (2006) Pattern recognition and machine learning, vol 4. Springer, New York"},{"key":"9121_CR7","unstructured":"Blodget H (2009) Who the hell writes wikipedia, anyway? http:\/\/www.businessinsider.com\/2009\/1\/who-the-hell-writes-wikipedia-anyway"},{"key":"9121_CR8","doi-asserted-by":"crossref","unstructured":"Brabham D, Sanchez T, Bartholomew K (2009) Crowdsourcing public participation in transit planning: preliminary results from the next stop design case. Transportation Research Board","DOI":"10.1177\/1473095209104824"},{"key":"9121_CR9","volume-title":"Towards an open product repository using playful crowdsourcing","author":"A Budde","year":"2010","unstructured":"Budde A, Michahelles F (2010) Towards an open product repository using playful crowdsourcing. Digitale Soziale Netze@ Jahrestagung GI, Leipzig"},{"key":"9121_CR10","unstructured":"Campbell M, Innovation (2009) The sinister powers of crowdsourcing. http:\/\/www.newscientist.com\/article\/dn18315-innovation-the-sinister-powers-of-crowdsourcing.html"},{"issue":"4","key":"9121_CR11","doi-asserted-by":"crossref","first-page":"88","DOI":"10.1145\/227210.227231","volume":"39","author":"F Cristian","year":"1996","unstructured":"Cristian F (1996) Synchronous and asynchronous. Commun ACM 39(4):88\u201397","journal-title":"Commun ACM"},{"key":"9121_CR12","unstructured":"DARPA (2012) Darpa network challenge"},{"issue":"3","key":"9121_CR13","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1109\/MIS.2011.52","volume":"26","author":"H Gao","year":"2011","unstructured":"Gao H, Barbier G, Goolsby R (2011a) Harnessing the crowdsourcing power of social media for disaster relief. IEEE Intell Syst 26(3):10\u201314. doi: 10.1109\/MIS.2011.52","journal-title":"IEEE Intell Syst"},{"key":"9121_CR14","volume-title":"Social computing, behavioral modeling, and prediction (SBP)","author":"H Gao","year":"2011","unstructured":"Gao H, Wang X, Barbier G, Liu H (2011b) Promoting coordination for disaster relief: from crowdsourcing to coordination. In: Social computing, behavioral modeling, and prediction (SBP). Springer, Berlin"},{"issue":"1","key":"9121_CR15","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/1858948.1858955","volume":"1","author":"R Goolsby","year":"2010","unstructured":"Goolsby R (2010) Social media as crisis platform: the future of community maps\/crisis maps. ACM Trans Intell Syst Technol 1(1):1\u201311. doi: 10.1145\/1858948.1858955","journal-title":"ACM Trans Intell Syst Technol"},{"key":"9121_CR16","volume-title":"4th international scientific conference, eLearning and software for education","author":"G Grosseck","year":"2008","unstructured":"Grosseck G, Holotescu C (2008) Can we use Twitter for educational activities. In: 4th international scientific conference, eLearning and software for education, Bucharest, Romania"},{"key":"9121_CR17","unstructured":"Grossman L (2009) Iran protests: Twitter, the medium of the movement. Time (June 17, 2009). http:\/\/www.time.com\/time\/world\/article\/0,8599,1905125,00.html"},{"key":"9121_CR18","volume-title":"Data mining: concepts and techniques","author":"J Han","year":"2006","unstructured":"Han J, Kamber M (2006) Data mining: concepts and techniques. Morgan Kaufmann, San Mateo"},{"key":"9121_CR19","unstructured":"Harkin J (2009) The trouble with twitter. http:\/\/www.guardian.co.uk\/commentisfree\/2009\/dec\/29\/trouble-twitter-social-networking-banality"},{"key":"9121_CR20","first-page":"1","volume-title":"42nd Hawaii international conference on system sciences, 2009. HICSS\u201909","author":"C Honey","year":"2009","unstructured":"Honey C, Herring S (2009) Beyond microblogging: conversation and collaboration via Twitter. In: 42nd Hawaii international conference on system sciences, 2009. HICSS\u201909. IEEE, New York, pp 1\u201310"},{"key":"9121_CR21","unstructured":"Howe J (2006) The rise of crowdsourcing. Wired 14.06, Retrieved 2010\u201310\u201304"},{"issue":"3","key":"9121_CR22","doi-asserted-by":"crossref","first-page":"248","DOI":"10.1504\/IJEM.2009.031564","volume":"6","author":"A Hughes","year":"2009","unstructured":"Hughes A, Palen L (2009) Twitter adoption and use in mass convergence and emergency events. Int J Emerg Manag 6(3):248\u2013260","journal-title":"Int J Emerg Manag"},{"issue":"11","key":"9121_CR23","doi-asserted-by":"crossref","first-page":"2169","DOI":"10.1002\/asi.21149","volume":"60","author":"B Jansen","year":"2009","unstructured":"Jansen B, Zhang M, Sobel K, Chowdury A (2009) Twitter power: tweets as electronic word of mouth. J Am Soc Inf Sci Technol 60(11):2169\u20132188","journal-title":"J Am Soc Inf Sci Technol"},{"issue":"2","key":"9121_CR24","doi-asserted-by":"crossref","first-page":"618","DOI":"10.1016\/j.dss.2005.05.019","volume":"43","author":"A Jusang","year":"2007","unstructured":"Jusang A, Ismail R, Boyd C (2007) A survey of trust and reputation systems for online service provision. Decis Support Syst 43(2):618\u2013644","journal-title":"Decis Support Syst"},{"key":"9121_CR25","first-page":"282","volume-title":"International conference on machine learning","author":"J Lafferty","year":"2001","unstructured":"Lafferty J, McCallum A, Pereira F (2001) Conditional random fields: probabilistic models for segmenting and labeling sequence data. In: International conference on machine learning, Citeseer, pp 282\u2013289"},{"key":"9121_CR26","unstructured":"Li C (2007) Forrester\u2019s new social technographics report. http:\/\/forrester.typepad.com\/groundswell\/2007\/04\/forresters_new_.html"},{"key":"9121_CR27","unstructured":"Libert B, Spector J (2007) We are smarter than me: how to unleash the power of crowds in your business. Wharton School Publishing"},{"key":"9121_CR28","volume-title":"Web data mining","author":"B Liu","year":"2007","unstructured":"Liu B (2007) Web data mining. Springer, Berlin"},{"key":"9121_CR29","volume-title":"Computational methods of feature selection","year":"2008","unstructured":"Liu H, Motoda H (eds) (2008) Computational methods of feature selection, Chapman & Hall\/CRC, Boca Raton"},{"issue":"3","key":"9121_CR30","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/TKDE.2005.41","volume":"17","author":"H Liu","year":"2005","unstructured":"Liu H, Yu L (2005) Toward integrating feature selection algorithms for classification and clustering. IEEE Trans Knowl Data Eng 17(3):1\u201312","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"9121_CR31","volume-title":"Proceedings of the 6th international ISCRAM conference","author":"S Liu","year":"2009","unstructured":"Liu S, Palen L (2009) Spatiotemporal mashups: a survey of current tools to inform next generation crisis support. In: Proceedings of the 6th international ISCRAM conference, Gothenburg, Sweden"},{"key":"9121_CR32","first-page":"727","volume-title":"Proceedings of the seventeenth international conference on machine learning","author":"D Pelleg","year":"2008","unstructured":"Pelleg D, Moore A (2008) X-means: extending K-means with efficient estimation of the number of clusters. In: Proceedings of the seventeenth international conference on machine learning, pp 727\u2013734"},{"issue":"2","key":"9121_CR33","doi-asserted-by":"crossref","first-page":"257","DOI":"10.1109\/5.18626","volume":"77","author":"L Rabiner","year":"1989","unstructured":"Rabiner L (1989) A tutorial on hidden Markov models and selected applications in speech recognition. Proc IEEE 77(2):257\u2013286","journal-title":"Proc IEEE"},{"key":"9121_CR34","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/CVPRW.2008.4562953","volume-title":"IEEE computer society conference on computer vision and pattern recognition workshops, 2008. CVPRW\u201908","author":"A Sorokin","year":"2008","unstructured":"Sorokin A, Forsyth D (2008) Utility data annotation with amazon mechanical turk. In: IEEE computer society conference on computer vision and pattern recognition workshops, 2008. CVPRW\u201908. IEEE, New York, pp 1\u20138"},{"key":"9121_CR35","unstructured":"Spellman J (2010) Heading off disaster, one tweet at a time. http:\/\/www.cnn.com\/2010\/TECH\/social.media\/09\/22\/natural.disasters.social.media\/index.html?hpt=Sbin . Turner broadcasting system, Inc"},{"key":"9121_CR36","unstructured":"Surowiecki J (2009) G20 summit: how the bandwagon wrecked the wisdom of market crowds. http:\/\/www.guardian.co.uk\/commentisfree\/2009\/mar\/31\/james-surowiecki-comment-global-economy"},{"key":"9121_CR37","volume-title":"Network culture: politics for the information age","author":"T Terranova","year":"2004","unstructured":"Terranova T (2004) Network culture: politics for the information age. Pluto Press, London"},{"key":"9121_CR38","doi-asserted-by":"crossref","first-page":"491","DOI":"10.1007\/3-540-44795-4_42","volume-title":"Proceedings of the twelfth European conference on machine learning (ecml-2001)","author":"P Turney","year":"2001","unstructured":"Turney P (2001) Mining the web for synonyms: Pmi-ir versus lsa on toefl. In: Proceedings of the twelfth European conference on machine learning (ecml-2001), pp 491\u2013502"},{"key":"9121_CR39","unstructured":"UNOCHA (2006) United Nations disaster assessment and coordination (UNDAC) handbook. Electronic. http:\/\/ochaonline.un.org\/OCHAHome\/AboutUs\/Coordination\/UNDACSystem\/UNDACHandbook\/tabid\/6012\/language\/en-US\/Default.aspx"},{"key":"9121_CR40","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1145\/1298406.1298408","volume-title":"Proceedings of the 4th international conference on knowledge capture","author":"L Ahn Von","year":"2007","unstructured":"Von Ahn L (2007) Human computation. In: Proceedings of the 4th international conference on knowledge capture. ACM, New York, pp 5\u20136"},{"key":"9121_CR41","first-page":"25","volume-title":"Online crowdsourcing: rating annotators and obtaining cost-effective labels","author":"P Welinder","year":"2010","unstructured":"Welinder P, Perona P (2010) Online crowdsourcing: rating annotators and obtaining cost-effective labels, pp 25\u201332. doi: 10.1109\/CVPRW.2010.5543189"},{"key":"9121_CR42","unstructured":"Woods D (2008) The commercial bear hug of open source. http:\/\/www.forbes.com\/2008\/08\/17\/cio-open-source-tech-cio-cx_dw_0818open.html"},{"key":"9121_CR43","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","first-page":"413","DOI":"10.1007\/978-3-642-12079-4_52","volume-title":"Advances in social computing","author":"R Zafarani","year":"2010","unstructured":"Zafarani R, Cole WD, Liu H (2010) Sentiment propagation in social networks: a case study in live journal. In: Chai SK, Salerno JJ, Mabry PL (eds) Advances in social computing. Lecture Notes in Computer Science. Springer, Berlin, pp 413\u2013420"}],"container-title":["Computational and Mathematical Organization Theory"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10588-012-9121-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10588-012-9121-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10588-012-9121-2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,30]],"date-time":"2019-06-30T03:15:55Z","timestamp":1561864555000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10588-012-9121-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,6,25]]},"references-count":43,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2012,9]]}},"alternative-id":["9121"],"URL":"https:\/\/doi.org\/10.1007\/s10588-012-9121-2","relation":{},"ISSN":["1381-298X","1572-9346"],"issn-type":[{"value":"1381-298X","type":"print"},{"value":"1572-9346","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,6,25]]}}}