메뉴 건너뛰기




Volumn , Issue , 2016, Pages 237-246

Crowdsourcing high quality labels with a tight budget

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); CROWDSOURCING; DATA MINING; ECONOMIC AND SOCIAL EFFECTS; INFORMATION RETRIEVAL; MARKOV PROCESSES; WEBSITES; WORLD WIDE WEB;

EID: 84964378377     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2835776.2835797     Document Type: Conference Paper
Times cited : (51)

References (41)
  • 1
    • 84972545970 scopus 로고
    • A survey of exact inference for contingency tables
    • A. Agresti. A survey of exact inference for contingency tables. Statistical Science, pages 131-153, 1992.
    • (1992) Statistical Science , pp. 131-153
    • Agresti, A.1
  • 3
    • 84867117736 scopus 로고    scopus 로고
    • How to grade a test without knowing the answers|a Bayesian graphical model for adaptive crowdsourcing and aptitude testing
    • Y. Bachrach, T. Graepel, T. Minka, and J. Guiver. How to grade a test without knowing the answers|a Bayesian graphical model for adaptive crowdsourcing and aptitude testing. In Proc. of ICML, pages 1183-1190, 2012.
    • (2012) Proc. of ICML , pp. 1183-1190
    • Bachrach, Y.1    Graepel, T.2    Minka, T.3    Guiver, J.4
  • 4
    • 84901398917 scopus 로고    scopus 로고
    • Optimistic knowledge gradient policy for optimal budget allocation in crowdsourcing
    • X. Chen, Q. Lin, and D. Zhou. Optimistic knowledge gradient policy for optimal budget allocation in crowdsourcing. In Proc. of ICML, pages 64-72, 2013.
    • (2013) Proc. of ICML , pp. 64-72
    • Chen, X.1    Lin, Q.2    Zhou, D.3
  • 6
    • 0003102944 scopus 로고
    • Maximum likelihood estimation of observer error-rates using the em algorithm
    • A. P. Dawid and A. M. Skene. Maximum likelihood estimation of observer error-rates using the EM algorithm. Applied Statistics, pages 20-28, 1979.
    • (1979) Applied Statistics , pp. 20-28
    • Dawid, A.P.1    Skene, A.M.2
  • 7
    • 80055061019 scopus 로고    scopus 로고
    • A probabilistic framework to learn from multiple annotators with time-varying accuracy
    • P. Donmez, J. G. Carbonell, and J. G. Schneider. A probabilistic framework to learn from multiple annotators with time-varying accuracy. In Proc. of SDM, pages 826-837, 2010.
    • (2010) Proc. of SDM , pp. 826-837
    • Donmez, P.1    Carbonell, J.G.2    Schneider, J.G.3
  • 9
    • 84909594574 scopus 로고    scopus 로고
    • Quizz: Targeted crowdsourcing with a billion (potential) users
    • P. G. Ipeirotis and E. Gabrilovich. Quizz: Targeted crowdsourcing with a billion (potential) users. In Proc. of WWW, pages 143-154, 2014.
    • (2014) Proc. of WWW , pp. 143-154
    • Ipeirotis, P.G.1    Gabrilovich, E.2
  • 10
    • 84990061128 scopus 로고    scopus 로고
    • Quality of information aware incentive mechanisms for mobile crowd sensing systems
    • H. Jin, L. Su, D. Chen, K. Nahrstedt, and J. Xu. Quality of information aware incentive mechanisms for mobile crowd sensing systems. In MobiHoc, pages 167-176, 2015.
    • (2015) MobiHoc , pp. 167-176
    • Jin, H.1    Su, L.2    Chen, D.3    Nahrstedt, K.4    Xu, J.5
  • 11
    • 84896842331 scopus 로고    scopus 로고
    • Budget-optimal task allocation for reliable crowdsourcing systems
    • D. R. Karger, S. Oh, and D. Shah. Budget-optimal task allocation for reliable crowdsourcing systems. Operations Research, 62(1):1-24, 2014.
    • (2014) Operations Research , vol.62 , Issue.1 , pp. 1-24
    • Karger, D.R.1    Oh, S.2    Shah, D.3
  • 12
    • 84909630641 scopus 로고    scopus 로고
    • The wisdom of minority: Discovering and targeting the right group of workers for crowdsourcing
    • H. Li, B. Zhao, and A. Fuxman. The wisdom of minority: Discovering and targeting the right group of workers for crowdsourcing. In Proc. of WWW, pages 165-176, 2014.
    • (2014) Proc. of WWW , pp. 165-176
    • Li, H.1    Zhao, B.2    Fuxman, A.3
  • 13
    • 84938779276 scopus 로고    scopus 로고
    • A confidence-aware approach for truth discovery on long-tail data
    • Q. Li, Y. Li, J. Gao, L. Su, B. Zhao, M. Demirbas, W. Fan, and J. Han. A confidence-aware approach for truth discovery on long-tail data. PVLDB, 8(4), 2014.
    • (2014) PVLDB , vol.8 , Issue.4
    • Li, Q.1    Li, Y.2    Gao, J.3    Su, L.4    Zhao, B.5    Demirbas, M.6    Fan, W.7    Han, J.8
  • 14
    • 84904367424 scopus 로고    scopus 로고
    • Resolving conicts in heterogeneous data by truth discovery and source reliability estimation
    • Q. Li, Y. Li, J. Gao, B. Zhao, W. Fan, and J. Han. Resolving conicts in heterogeneous data by truth discovery and source reliability estimation. In Proc. of SIGMOD, pages 1187-1198, 2014.
    • (2014) Proc. of SIGMOD , pp. 1187-1198
    • Li, Q.1    Li, Y.2    Gao, J.3    Zhao, B.4    Fan, W.5    Han, J.6
  • 15
    • 84898947098 scopus 로고    scopus 로고
    • Scoring workers in crowdsourcing: How many control questions are enough?
    • Q. Liu, A. Ihler, and M. Steyvers. Scoring workers in crowdsourcing: How many control questions are enough? In NIPS, pages 1914-1922, 2013.
    • (2013) NIPS , pp. 1914-1922
    • Liu, Q.1    Ihler, A.2    Steyvers, M.3
  • 16
  • 19
    • 84955471643 scopus 로고    scopus 로고
    • Sequential crowdsourced labeling as an epsilon-greedy exploration in a markov decision process
    • V. Raykar and P. Agrawal. Sequential crowdsourced labeling as an epsilon-greedy exploration in a markov decision process. In Proc. of AISTATS, pages 832-840, 2014.
    • (2014) Proc. of AISTATS , pp. 832-840
    • Raykar, V.1    Agrawal, P.2
  • 20
    • 85162536261 scopus 로고    scopus 로고
    • Ranking annotators for crowdsourced labeling tasks
    • V. C. Raykar and S. Yu. Ranking annotators for crowdsourced labeling tasks. In NIPS, pages 1809-1817, 2011.
    • (2011) NIPS , pp. 1809-1817
    • Raykar, V.C.1    Yu, S.2
  • 24
    • 65449144451 scopus 로고    scopus 로고
    • Get another label? Improving data quality and data mining using multiple, noisy labelers
    • V. S. Sheng, F. Provost, and P. G. Ipeirotis. Get another label? Improving data quality and data mining using multiple, noisy labelers. In Proc. of SIGKDD, pages 614-622, 2008.
    • (2008) Proc. of SIGKDD , pp. 614-622
    • Sheng, V.S.1    Provost, F.2    Ipeirotis, P.G.3
  • 25
    • 84893063797 scopus 로고    scopus 로고
    • Pricing mechanisms for crowdsourcing markets
    • Y. Singer and M. Mittal. Pricing mechanisms for crowdsourcing markets. In Proc. of WWW, pages 1157-1166, 2013.
    • (2013) Proc. of WWW , pp. 1157-1166
    • Singer, Y.1    Mittal, M.2
  • 27
    • 84893043989 scopus 로고    scopus 로고
    • Truthful incentives in crowdsourcing tasks using regret minimization mechanisms
    • A. Singla and A. Krause. Truthful incentives in crowdsourcing tasks using regret minimization mechanisms. In Proc. of WWW, pages 1167-1178, 2013.
    • (2013) Proc. of WWW , pp. 1167-1178
    • Singla, A.1    Krause, A.2
  • 28
    • 80053360508 scopus 로고    scopus 로고
    • Cheap and fast | but is it good? Evaluating non-expert annotations for natural language tasks
    • R. Snow, B. O'Connor, D. Jurafsky, and A. Y. Ng. Cheap and fast | but is it good? Evaluating non-expert annotations for natural language tasks. In Proc. of EMNLP, pages 254-263, 2008.
    • (2008) Proc. of EMNLP , pp. 254-263
    • Snow, R.1    O'Connor, B.2    Jurafsky, D.3    Ng, A.Y.4
  • 29
    • 84866010071 scopus 로고    scopus 로고
    • Learning from crowds in the presence of schools of thought
    • Y. Tian and J. Zhu. Learning from crowds in the presence of schools of thought. In Proc. of SIGKDD, pages 226-234, 2012.
    • (2012) Proc. of SIGKDD , pp. 226-234
    • Tian, Y.1    Zhu, J.2
  • 30
    • 84910155070 scopus 로고    scopus 로고
    • Budgetfix: Budget limited crowdsourcing for interdependent task allocation with quality guarantees
    • L. Tran-Thanh, T. D. Huynh, A. Rosenfeld, S. D. Ramchurn, and N. R. Jennings. Budgetfix: Budget limited crowdsourcing for interdependent task allocation with quality guarantees. In Proc. of AAMAS, pages 477-484, 2014.
    • (2014) Proc. of AAMAS , pp. 477-484
    • Tran-Thanh, L.1    Huynh, T.D.2    Rosenfeld, A.3    Ramchurn, S.D.4    Jennings, N.R.5
  • 31
    • 84899439729 scopus 로고    scopus 로고
    • Efficient budget allocation with accuracy guarantees for crowdsourcing classification tasks
    • L. Tran-Thanh, M. Venanzi, A. Rogers, and N. R. Jennings. Efficient budget allocation with accuracy guarantees for crowdsourcing classification tasks. In Proc. of AAMAS, pages 901-908, 2013.
    • (2013) Proc. of AAMAS , pp. 901-908
    • Tran-Thanh, L.1    Venanzi, M.2    Rogers, A.3    Jennings, N.R.4
  • 32
    • 4544353199 scopus 로고    scopus 로고
    • Labeling images with a computer game
    • L. Von Ahn and L. Dabbish. Labeling images with a computer game. In Proc. of CHI, pages 319-326, 2004.
    • (2004) Proc. of CHI , pp. 319-326
    • Von Ahn, L.1    Dabbish, L.2
  • 33
  • 34
    • 77956536129 scopus 로고    scopus 로고
    • Online crowdsourcing: Rating annotators and obtaining cost-effective labels
    • P. Welinder and P. Perona. Online crowdsourcing: Rating annotators and obtaining cost-effective labels. In CVPRW, pages 25-32, 2010.
    • (2010) CVPRW , pp. 25-32
    • Welinder, P.1    Perona, P.2
  • 35
    • 77951951247 scopus 로고    scopus 로고
    • Whose vote should count more: Optimal integration of labels from labelers of unknown expertise
    • J. Whitehill, T.-f. Wu, J. Bergsma, J. R. Movellan, and P. L. Ruvolo. Whose vote should count more: Optimal integration of labels from labelers of unknown expertise. In NIPS, pages 2035-2043, 2009.
    • (2009) NIPS , pp. 2035-2043
    • Whitehill, J.1    Wu, T.-F.2    Bergsma, J.3    Movellan, J.R.4    Ruvolo, P.L.5
  • 36
    • 84904609211 scopus 로고    scopus 로고
    • Relationship between quality and payment in crowdsourced design
    • H. Wu, J. Corney, and M. Grant. Relationship between quality and payment in crowdsourced design. In Proc. of CSCWD, pages 499-504, 2014.
    • (2014) Proc. of CSCWD , pp. 499-504
    • Wu, H.1    Corney, J.2    Grant, M.3
  • 37
    • 84890511977 scopus 로고    scopus 로고
    • Socially-optimal design of crowdsourcing platforms with reputation update errors
    • Y. Xiao, Y. Zhang, and M. van der Schaar. Socially-optimal design of crowdsourcing platforms with reputation update errors. In ICASSP, pages 5263-5267, 2013.
    • (2013) ICASSP , pp. 5263-5267
    • Xiao, Y.1    Zhang, Y.2    Schaar Der MVan3
  • 39
    • 79960015791 scopus 로고    scopus 로고
    • Task design, motivation, and participation in crowdsourcing contests
    • H. Zheng, D. Li, and W. Hou. Task design, motivation, and participation in crowdsourcing contests. International Journal of Electronic Commerce, 15(4):57-88, 2011.
    • (2011) International Journal of Electronic Commerce , vol.15 , Issue.4 , pp. 57-88
    • Zheng, H.1    Li, D.2    Hou, W.3
  • 40
    • 84877729010 scopus 로고    scopus 로고
    • Learning from the wisdom of crowds by minimax entropy
    • D. Zhou, S. Basu, Y. Mao, and J. C. Platt. Learning from the wisdom of crowds by minimax entropy. In NIPS, pages 2195-2203, 2012.
    • (2012) NIPS , pp. 2195-2203
    • Zhou, D.1    Basu, S.2    Mao, Y.3    Platt, J.C.4
  • 41
    • 84960109788 scopus 로고    scopus 로고
    • Optimal PAC multiple arm identification with applications to crowdsourcing
    • Y. Zhou, X. Chen, and J. Li. Optimal PAC multiple arm identification with applications to crowdsourcing. In Proc. ICML, pages 217-225, 2014.
    • (2014) Proc. ICML , pp. 217-225
    • Zhou, Y.1    Chen, X.2    Li, J.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.