메뉴 건너뛰기




Volumn , Issue , 2017, Pages

Engineering safety in machine learning

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; COST FUNCTIONS; INFORMATION THEORY; LEARNING ALGORITHMS; LEARNING SYSTEMS; UNCERTAINTY ANALYSIS;

EID: 85015165511     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ITA.2016.7888195     Document Type: Conference Paper
Times cited : (98)

References (20)
  • 3
    • 84911994408 scopus 로고    scopus 로고
    • The concepts of risk and safety
    • S. Roeser, R. Hillerbrand, P. Sandin, and M. Peterson, Eds. Dordrecht, Netherlands: Springer
    • N. Möller, "The concepts of risk and safety," in Handbook of Risk Theory, S. Roeser, R. Hillerbrand, P. Sandin, and M. Peterson, Eds. Dordrecht, Netherlands: Springer, 2012, pp. 55-85.
    • (2012) Handbook of Risk Theory , pp. 55-85
    • Möller, N.1
  • 4
    • 0040864988 scopus 로고
    • Principles of risk minimization for learning theory
    • V. Vapnik, "Principles of risk minimization for learning theory," in Adv. Neur. Inf. Process. Syst. 4, 1992, pp. 831-838.
    • (1992) Adv. Neur. Inf. Process. Syst. , vol.4 , pp. 831-838
    • Vapnik, V.1
  • 5
    • 84867137280 scopus 로고    scopus 로고
    • Machine learning that matters
    • Edinburgh, United Kingdom, Jun.-Jul.
    • K. L. Wagstaff, "Machine learning that matters," in Proc. Int. Conf. Mach. Learn., Edinburgh, United Kingdom, Jun.-Jul. 2012, pp. 529-536.
    • (2012) Proc. Int. Conf. Mach. Learn. , pp. 529-536
    • Wagstaff, K.L.1
  • 6
    • 85015164134 scopus 로고    scopus 로고
    • Data science of the people, for the people, by the people: A viewpoint on an emerging dichotomy
    • New York, NY, Sep.
    • K. R. Varshney, "Data science of the people, for the people, by the people: A viewpoint on an emerging dichotomy," in Proc. Data for Good Exchange Conf., New York, NY, Sep. 2015.
    • (2015) Proc. Data for Good Exchange Conf.
    • Varshney, K.R.1
  • 7
    • 39749101321 scopus 로고    scopus 로고
    • Principles of engineering safety: Risk and uncertainty reduction
    • Jun.
    • N. Möller and S. O. Hansson, "Principles of engineering safety: Risk and uncertainty reduction," Reliab. Eng. Syst. Safe., vol. 93, no. 6, pp. 798-805, Jun. 2008.
    • (2008) Reliab. Eng. Syst. Safe. , vol.93 , Issue.6 , pp. 798-805
    • Möller, N.1    Hansson, S.O.2
  • 8
    • 84907019464 scopus 로고    scopus 로고
    • Machine learning, medical diagnosis, and biomedical engineering research - Commentary
    • Jul.
    • K. R. Foster, R. Koprowski, and J. D. Skulfca, "Machine learning, medical diagnosis, and biomedical engineering research - commentary," Biomed. Eng. Online, vol. 13, p. 94, Jul. 2014.
    • (2014) Biomed. Eng. Online , vol.13 , pp. 94
    • Foster, K.R.1    Koprowski, R.2    Skulfca, J.D.3
  • 9
    • 84937523151 scopus 로고    scopus 로고
    • Benchmarking state-of-the-art classification algorithms for credit scoring: A tenyear update
    • Nov.
    • S. Lessmann, H.-V. Seow, B. Baesens, and L. C. Thomas, "Benchmarking state-of-the-art classification algorithms for credit scoring: A tenyear update," Eur. J. Oper. Res., vol. 247, no. 1, pp. 124-136, Nov. 2015.
    • (2015) Eur. J. Oper. Res. , vol.247 , Issue.1 , pp. 124-136
    • Lessmann, S.1    Seow, H.-V.2    Baesens, B.3    Thomas, L.C.4
  • 10
    • 84957942732 scopus 로고    scopus 로고
    • Machine learning forecasts of risk to inform sentencing decisions
    • Apr.
    • R. Berk and J. Hyatt, "Machine learning forecasts of risk to inform sentencing decisions," Federal Sentencing Reporter, vol. 27, no. 4, pp. 222-228, Apr. 2015.
    • (2015) Federal Sentencing Reporter , vol.27 , Issue.4 , pp. 222-228
    • Berk, R.1    Hyatt, J.2
  • 11
    • 60649095145 scopus 로고    scopus 로고
    • Machine learning techniques applied to dynamic video adapting
    • San Diego, CA, Dec.
    • R. Eisinger, R. A. F. Romero, and R. Goularte, "Machine learning techniques applied to dynamic video adapting," in Proc. Int. Conf. Mach. Learn. Appl., San Diego, CA, Dec. 2008, pp. 819-822.
    • (2008) Proc. Int. Conf. Mach. Learn. Appl. , pp. 819-822
    • Eisinger, R.1    Romero, R.A.F.2    Goularte, R.3
  • 13
    • 84879478820 scopus 로고    scopus 로고
    • Content recommendation on web portals
    • Jun.
    • D. Agarwal, B.-C. Chen, P. Elango, and R. Ramakrishnan, "Content recommendation on web portals," Comm. ACM, vol. 56, no. 6, pp. 92-101, Jun. 2013.
    • (2013) Comm. ACM , vol.56 , Issue.6 , pp. 92-101
    • Agarwal, D.1    Chen, B.-C.2    Elango, P.3    Ramakrishnan, R.4
  • 18
    • 84884795623 scopus 로고    scopus 로고
    • Practical ensemble classification error bounds for different operating points
    • Nov.
    • K. R. Varshney, R. J. Prenger, T. L. Marlatt, B. Y. Chen, and W. G. Hanley, "Practical ensemble classification error bounds for different operating points," IEEE Trans. Knowl. Data Eng., vol. 25, no. 11, pp. 2590-2601, Nov. 2013.
    • (2013) IEEE Trans. Knowl. Data Eng. , vol.25 , Issue.11 , pp. 2590-2601
    • Varshney, K.R.1    Prenger, R.J.2    Marlatt, T.L.3    Chen, B.Y.4    Hanley, W.G.5
  • 19
    • 84924757988 scopus 로고    scopus 로고
    • Beat the machine: Challenging humans to find a predictive model's "unknown unknowns"
    • Mar.
    • J. Attenberg, P. Ipeirotis, and F. Provost, "Beat the machine: Challenging humans to find a predictive model's "unknown unknowns"," ACM J. Data Inf. Qual., vol. 6, no. 1, p. 1, Mar. 2015.
    • (2015) ACM J. Data Inf. Qual. , vol.6 , Issue.1 , pp. 1
    • Attenberg, J.1    Ipeirotis, P.2    Provost, F.3
  • 20
    • 20844458491 scopus 로고    scopus 로고
    • Mining with rarity: A unifying framework
    • Jun.
    • G. M. Weiss, "Mining with rarity: A unifying framework," SIGKDD Explor. Newsletter, vol. 6, no. 1, pp. 7-19, Jun. 2004.
    • (2004) SIGKDD Explor. Newsletter , vol.6 , Issue.1 , pp. 7-19
    • Weiss, G.M.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.