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Integrating User Opinion in Decision Support Systems

  • Saveli GoldbergEmail author
  • Gabriel Katz
  • Ben Weisburd
  • Alexander Belyaev
  • Anatoly Temkin
Conference paper
Part of the Lecture Notes in Networks and Systems book series (LNNS, volume 70)

Abstract

We propose an approach to decision support systems (DSS) that starts with the user first making their own unassisted decision αU and providing this as an input to the algorithm. Then, if the algorithm disagrees with the user’s initial decision, it iteratively works with the user to converge on a common decision or at least make the user reconsider input values that are inconsistent with αU. We provide a detailed description of this approach along with examples, and then discuss potential benefits and limitations.

Keywords

Decision support Machine learning User interaction 

References

  1. 1.
    Deo, R.C.: Machine learning in medicine. Circulation 132(20), 1920–1930 (2015)CrossRefGoogle Scholar
  2. 2.
    Rajpurkar, P., et al.: Chexnet: radiologist-level pneumonia detection on chest x-rays with deep learning (Dec. 2017)Google Scholar
  3. 3.
    Poplin, R., Newburger, D., Dijamco, J., Nguyen, N., Loy, D., Gross, S.S., McLean, C.Y., DePristo, M.A.: Creating a universal SNP and small indel variant caller with deep neural networks (2016)Google Scholar
  4. 4.
    Chan, C.-Y.: Advancements, prospects, and impacts of automated driving systems. Int. J. Transp. Sci. Technol. 6(3), 208–216 (2017).  https://doi.org/10.1016/j.ijtst.2017.07.008CrossRefGoogle Scholar
  5. 5.
  6. 6.
    Qi, Z., Li, F.: Learning Explainable Embeddings for Deep Networks. Available: http://www.interpretable-ml.org/nips2017workshop/papers/04.pdf (2017)
  7. 7.
    Goldberg, S.I., Makhanek, A.O., Novikov, I.D.: Dispatcher—consultative expert systems. Bull. All Union Commun. Inf. Comput. Facil. BTHMU 1, 46–52 (1991)Google Scholar
  8. 8.
    Goldberg, S.I.: Inference Engine the Systems of the Dr. Watson Type, pp. 33–45. DIMACS Workshop, Rutgers University (1997)Google Scholar
  9. 9.
    Goldberg, S.I., Niemierko, A., Shubina, M., Turchin, A.: “Summary Page”: a novel tool that reduces omitted data in research databases. BMC Med. Res. Methodol. 10, 91–97 (2010)CrossRefGoogle Scholar

Copyright information

© Springer Nature Switzerland AG 2020

Authors and Affiliations

  • Saveli Goldberg
    • 1
    Email author
  • Gabriel Katz
    • 2
  • Ben Weisburd
    • 3
  • Alexander Belyaev
    • 4
  • Anatoly Temkin
    • 4
  1. 1.Massachusetts General HospitalBostonUSA
  2. 2.Massachusetts Institute of TechnologyCambridgeUSA
  3. 3.Broad InstituteCambridgeUSA
  4. 4.Boston University Metropolitan CollegeBostonUSA

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