메뉴 건너뛰기




Volumn 214, Issue , 2014, Pages 89-111

Efficient crowdsourcing of unknown experts using bounded multi-armed bandits

Author keywords

Budget limitation; Crowdsourcing; Machine learning; Multi armed bandits

Indexed keywords

ALGORITHMS; ARTIFICIAL INTELLIGENCE; COSTS; LEARNING SYSTEMS;

EID: 84901941951     PISSN: 00043702     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.artint.2014.04.005     Document Type: Article
Times cited : (133)

References (40)
  • 1
    • 0000616723 scopus 로고
    • Sample mean based index policies with O (log n) regret for the multi-armed bandit problem
    • R. Agrawal Sample mean based index policies with O (log n) regret for the multi-armed bandit problem Adv. Appl. Probab. 27 1995 1054 1078
    • (1995) Adv. Appl. Probab. , vol.27 , pp. 1054-1078
    • Agrawal, R.1
  • 2
    • 0023450663 scopus 로고
    • Asymptotically efficient allocation rules for the multiarmed bandit problem with multiple plays - part II: Markovian rewards
    • V. Anantharam, P. Varaiya, and J. Walrand Asymptotically efficient allocation rules for the multiarmed bandit problem with multiple plays - part I: I.i.d. rewards IEEE Trans. Autom. Control 32 11 1987 977 982 (Pubitemid 18521626)
    • (1987) IEEE Transactions on Automatic Control , vol.AC-32 , Issue.11 , pp. 977-982
    • Anantharam, V.1    Varaiya, P.2    Walrand, J.3
  • 4
    • 0036568025 scopus 로고    scopus 로고
    • Finite-time analysis of the multiarmed bandit problem
    • DOI 10.1023/A:1013689704352, Computational Learning Theory
    • P. Auer, N. Cesa-Bianchi, and P. Fischer Finite-time analysis of the multiarmed bandit problem Mach. Learn. 47 2002 235 256 (Pubitemid 34126111)
    • (2002) Machine Learning , vol.47 , Issue.2-3 , pp. 235-256
    • Auer, P.1    Cesa-Bianchi, N.2    Fischer, P.3
  • 9
    • 79960092674 scopus 로고    scopus 로고
    • Galaxy zoo volunteers share pain and glory of research
    • D. Clery Galaxy zoo volunteers share pain and glory of research Science 333 6039 2011 173 175
    • (2011) Science , vol.333 , Issue.6039 , pp. 173-175
    • Clery, D.1
  • 11
    • 79953645302 scopus 로고    scopus 로고
    • Crowdsourcing systems on the world-wide web
    • A. Doan, R. Ramakrishnan, and A.Y. Halevy Crowdsourcing systems on the world-wide web Commun. ACM 54 4 2011 86 96
    • (2011) Commun. ACM , vol.54 , Issue.4 , pp. 86-96
    • Doan, A.1    Ramakrishnan, R.2    Halevy, A.Y.3
  • 12
    • 79959545846 scopus 로고    scopus 로고
    • Harnessing the crowdsourcing power of social media for disaster relief
    • H. Gao, G. Barbier, and R. Goolsby Harnessing the crowdsourcing power of social media for disaster relief IEEE Intell. Syst. 26 3 2011 10 14
    • (2011) IEEE Intell. Syst. , vol.26 , Issue.3 , pp. 10-14
    • Gao, H.1    Barbier, G.2    Goolsby, R.3
  • 13
    • 70449097675 scopus 로고    scopus 로고
    • Multi-armed bandits with metric switching costs
    • S. Albers, A. Marchetti-Spaccamela, Y. Matias, S. Nikoletseas, W. Thomas, Lect. Notes Comput. Sci. Springer Berlin, Heidelberg
    • S. Guha, and K. Munagala Multi-armed bandits with metric switching costs S. Albers, A. Marchetti-Spaccamela, Y. Matias, S. Nikoletseas, W. Thomas, Automata, Languages and Programming Lect. Notes Comput. Sci. vol. 5556 2009 Springer Berlin, Heidelberg 496 507
    • (2009) Automata, Languages and Programming , vol.5556 VOL. , pp. 496-507
    • Guha, S.1    Munagala, K.2
  • 15
    • 84947403595 scopus 로고
    • Probability inequalities for sums of bounded random variables
    • W. Hoeffding Probability inequalities for sums of bounded random variables J. Am. Stat. Assoc. 58 1963 13 30
    • (1963) J. Am. Stat. Assoc. , vol.58 , pp. 13-30
    • Hoeffding, W.1
  • 18
    • 0027770211 scopus 로고
    • Wage inequality and the rise in returns to skill
    • DOI 10.1086/261881
    • C. Juhn, K.M. Murphy, and B. Pierce Wage inequality and the rise in returns to skill J. Polit. Econ. 101 3 1993 410 442 (Pubitemid 24385467)
    • (1993) Journal of Political Economy , vol.101 , Issue.3 , pp. 410-442
    • Juhn, C.1    Murphy, K.M.2    Pierce, B.3
  • 28
    • 84867294283 scopus 로고    scopus 로고
    • Priming for better performance in microtask crowdsourcing environments
    • R.R. Morris, M. Dontcheva, and E.M. Gerber Priming for better performance in microtask crowdsourcing environments IEEE Internet Comput. 16 2012 13 19
    • (2012) IEEE Internet Comput. , vol.16 , pp. 13-19
    • Morris, R.R.1    Dontcheva, M.2    Gerber, E.M.3
  • 29
    • 84966203785 scopus 로고
    • Some aspects of the sequential design of experiments
    • H. Robbins Some aspects of the sequential design of experiments Bull. Am. Meteorol. Soc. 55 1952 527 535
    • (1952) Bull. Am. Meteorol. Soc. , vol.55 , pp. 527-535
    • Robbins, H.1
  • 31
    • 84867323091 scopus 로고    scopus 로고
    • Analyzing crowd labor and designing incentives for humans in the loop
    • O. Tokarchuk, R. Cuel, and M. Zamarian Analyzing crowd labor and designing incentives for humans in the loop IEEE Internet Comput. 16 5 2012 45 51
    • (2012) IEEE Internet Comput. , vol.16 , Issue.5 , pp. 45-51
    • Tokarchuk, O.1    Cuel, R.2    Zamarian, M.3
  • 32
    • 84893465912 scopus 로고    scopus 로고
    • Ph.D. thesis University of Southampton, School of Electronics and Computer Science Southampton UK
    • L. Tran-Thanh Budget-limited multi-armed bandits Ph.D. thesis 2012 University of Southampton, School of Electronics and Computer Science Southampton UK
    • (2012) Budget-limited Multi-armed Bandits
    • Tran-Thanh, L.1
  • 37
    • 84867482244 scopus 로고    scopus 로고
    • Obtaining high-quality relevance judgments using crowdsourcing
    • J. Vuurens, and A. de Vries Obtaining high-quality relevance judgments using crowdsourcing IEEE Internet Comput. 16 5 2012 20 27
    • (2012) IEEE Internet Comput. , vol.16 , Issue.5 , pp. 20-27
    • Vuurens, J.1    De Vries, A.2
  • 40
    • 79953892152 scopus 로고    scopus 로고
    • Volunteered geographic information and crowdsourcing disaster relief: A case study of the Haitian earthquake
    • M. Zook, M. Graham, T. Shelton, and S. Gorman Volunteered geographic information and crowdsourcing disaster relief: a case study of the Haitian earthquake World Med. Heal. Policy 2 2 2010 7 33
    • (2010) World Med. Heal. Policy , vol.2 , Issue.2 , pp. 7-33
    • Zook, M.1    Graham, M.2    Shelton, T.3    Gorman, S.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.