Social network mining of requester communities in crowdsourcing markets

作者: Daniel Schall , Florian Skopik

DOI: 10.1007/S13278-012-0080-X

关键词:

摘要: Crowdsourcing is a new computing approach where human tasks are outsourced to large number of workers. has not only attracted attention from industry but also various academic communities. Amazon Mechanical Turk (AMT) been the first commercial platform offering crowdsourcing services its customers. AMT often referred as supplying ‘artificial’ artificial-intelligence. Recent research efforts have addressing analysis community structure large-scale platforms. In this work, we discuss detailed statistics popular marketplace provide insights in task properties and requester behavior. Here present model automatically infer communities based on keywords. Hierarchical clustering used identify relations between keywords associated with tasks. We novel techniques rank requesters by using graph-based algorithm. Furthermore, introduce models methods for discovery relevant brokers who able act intermediaries platforms such AMT.

参考文章(52)
Benjamin Satzger, Harald Psaier, Daniel Schall, Schahram Dustdar, Stimulating skill evolution in market-based crowdsourcing business process management. pp. 66- 82 ,(2011) , 10.1007/978-3-642-23059-2_9
Florian Skopik, Daniel Schall, Schahram Dustdar, Start Trusting Strangers? Bootstrapping and Prediction of Trust Web Information Systems Engineering - WISE 2009. pp. 275- 289 ,(2009) , 10.1007/978-3-642-04409-0_30
Takeharu Eda, Masatoshi Yoshikawa, Masashi Yamamuro, Locally Expandable Allocation of Folksonomy Tags in a Directed Acyclic Graph web information systems engineering. pp. 151- 162 ,(2008) , 10.1007/978-3-540-85481-4_13
Jonathan Gemmell, Andriy Shepitsen, Bamshad Mobasher, Robin Burke, Personalizing Navigation in Folksonomies Using Hierarchical Tag Clustering data warehousing and knowledge discovery. pp. 196- 205 ,(2008) , 10.1007/978-3-540-85836-2_19
Rajeev Motwani, Terry Winograd, Lawrence Page, Sergey Brin, The PageRank Citation Ranking : Bringing Order to the Web the web conference. ,vol. 98, pp. 161- 172 ,(1999)
David M Blei, Andrew Y Ng, Michael I Jordan, None, Latent dirichlet allocation Journal of Machine Learning Research. ,vol. 3, pp. 993- 1022 ,(2003) , 10.5555/944919.944937
Yochai Benkler, Coase's Penguin, or, Linux and "The Nature of the Firm" The Yale Law Journal. ,vol. 112, pp. 369- 446 ,(2002) , 10.2307/1562247
Tyler Schnoebelen, Victor Kuperman, Harry Tily, Christopher Potts, Steven Bethard, Vicky Tzuyin Lai, Robin Melnick, Robert Munro, Crowdsourcing and language studies: the new generation of linguistic data north american chapter of the association for computational linguistics. pp. 122- 130 ,(2010)
Jonathan L. Herlocker, Joseph A. Konstan, Loren G. Terveen, John T. Riedl, Evaluating collaborative filtering recommender systems ACM Transactions on Information Systems. ,vol. 22, pp. 5- 53 ,(2004) , 10.1145/963770.963772