ML Anthology

Reasoning About the Value of Decision-Model Refinement: Methods and Application

Kim-Leng Poh, Eric Horvitz
UAI 1993 pp. 174-182
doi:10.1016/B978-1-4832-1451-1.50026-3 /uai/1993/poh1993uai-reasoning/

Abstract

We investigate the value of extending the completeness of a decision model along different dimensions of refinement. Specifically, we analyze the expected value of quantitative, conceptual, and structural refinement of decision models. We illustrate the key dimensions of refinement with examples. The analyses of value of model refinement can be used to focus the attention of an analyst or an automated reasoning system on extensions of a decision model associated with the greatest expected value.

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Text

Poh and Horvitz. "Reasoning About the Value of Decision-Model Refinement: Methods and Application." Conference on Uncertainty in Artificial Intelligence, 1993. doi:10.1016/B978-1-4832-1451-1.50026-3

Markdown

[Poh and Horvitz. "Reasoning About the Value of Decision-Model Refinement: Methods and Application." Conference on Uncertainty in Artificial Intelligence, 1993.](https://mlanthology.org/uai/1993/poh1993uai-reasoning/) doi:10.1016/B978-1-4832-1451-1.50026-3

BibTeX

@inproceedings{poh1993uai-reasoning,
  title     = {{Reasoning About the Value of Decision-Model Refinement: Methods and Application}},
  author    = {Poh, Kim-Leng and Horvitz, Eric},
  booktitle = {Conference on Uncertainty in Artificial Intelligence},
  year      = {1993},
  pages     = {174-182},
  doi       = {10.1016/B978-1-4832-1451-1.50026-3},
  url       = {https://mlanthology.org/uai/1993/poh1993uai-reasoning/}
}