Bringing Information Retrieval into Crowdsourcing: A Case Study

作者: Qinmin Hu , Xiangji Huang

DOI: 10.1007/978-3-319-06028-6_68

关键词:

摘要: We propose a novel and economic framework for bringing information retrieval into crowdsourcing. Both crowdsourcing achieve mutual benefits, which result in 1 workers' quality control by using the query-oriented training; 2 cost savings money time; 3 better qualified feedback information. In our case study, costs of 18,260 jobs are as low $47.25 short 5 hours total. Furthermore, experimental results show that techniques greatly reduce workloads crowdsourcing, is only 5% original work. At other hand, improves accuracy system through providing

参考文章(11)
Mark D Smucker, Gabriella Kazai, Matthew Lease, None, Overview of the TREC 2012 Crowdsourcing Track. text retrieval conference. ,(2012)
Mike Gatford, Micheline Hancock-Beaulieu, Susan Jones, Stephen E. Robertson, Steve Walker, Okapi at TREC text retrieval conference. pp. 109- 123 ,(1994)
Jingrui He, Mingjing Li, Zhiwei Li, Hong-Jiang Zhang, Hanghang Tong, Changshui Zhang, Pseudo Relevance Feedback Based on Iterative Probabilistic One-Class SVMs in Web Image Retrieval Advances in Multimedia Information Processing - PCM 2004. ,vol. 3332, pp. 213- 220 ,(2004) , 10.1007/978-3-540-30542-2_27
Ellen M. Voorhees, Donna Harman, Overview of the Eighth Text REtrieval Conference (TREC-8). text retrieval conference. ,(1999)
Jun Miao, Jimmy Xiangji Huang, Zheng Ye, Proximity-based rocchio's model for pseudo relevance Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval - SIGIR '12. pp. 535- 544 ,(2012) , 10.1145/2348283.2348356
Xiangji Huang, Qinmin Hu, A bayesian learning approach to promoting diversity in ranking for biomedical information retrieval international acm sigir conference on research and development in information retrieval. pp. 307- 314 ,(2009) , 10.1145/1571941.1571995
Jay M. Ponte, W. Bruce Croft, A language modeling approach to information retrieval international acm sigir conference on research and development in information retrieval. ,vol. 51, pp. 275- 281 ,(1998) , 10.1145/3130348.3130368
Qinmin Hu, Jimmy Xiangji Huang, Passage extraction and result combination for genomics information retrieval intelligent information systems. ,vol. 34, pp. 249- 274 ,(2010) , 10.1007/S10844-009-0097-4
M. Worring, C.G.M. Snoek, F.J. Seinstra, D.C. Koelma, J.M. Geusebroek, NIST Special Publication Gaithersburg. ,(2005)
Kiyoharu Aizawa, Shin’ichi Satoh, Yuichi Nakamura, Advances in Multimedia Information Processing - Pcm 2004 ,(2008)