ML Anthology

Evidence as Opinions of Experts

Robert A. Hummel, Michael S. Landy
UAI 1986 pp. 43-54
doi:10.1016/B978-0-444-70396-5.50010-8 /uai/1986/hummel1986uai-evidence/

Abstract

We describe a viewpoint on the Dempster/Shafer 'Theory of Evidence', and provide an interpretation which regards the combination formulas as statistics of the opinions of "experts". This is done by introducing spaces with binary operations that are simpler to interpret or simpler to implement than the standard combination formula, and showing that these spaces can be mapped homomorphically onto the Dempster/Shafer theory of evidence space. The experts in the space of "opinions of experts" combine information in a Bayesian fashion. We present alternative spaces for the combination of evidence suggested by this viewpoint.

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Text

Hummel and Landy. "Evidence as Opinions of Experts." Conference on Uncertainty in Artificial Intelligence, 1986. doi:10.1016/B978-0-444-70396-5.50010-8

Markdown

[Hummel and Landy. "Evidence as Opinions of Experts." Conference on Uncertainty in Artificial Intelligence, 1986.](https://mlanthology.org/uai/1986/hummel1986uai-evidence/) doi:10.1016/B978-0-444-70396-5.50010-8

BibTeX

@inproceedings{hummel1986uai-evidence,
  title     = {{Evidence as Opinions of Experts}},
  author    = {Hummel, Robert A. and Landy, Michael S.},
  booktitle = {Conference on Uncertainty in Artificial Intelligence},
  year      = {1986},
  pages     = {43-54},
  doi       = {10.1016/B978-0-444-70396-5.50010-8},
  url       = {https://mlanthology.org/uai/1986/hummel1986uai-evidence/}
}