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Decision focused inference on networked probabilistic systems : with applications to food security
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Smith, James Q., Barons, Martine J. and Leonelli, Manuele (2015) Decision focused inference on networked probabilistic systems : with applications to food security. In: 2015 Joint Statistical Meetings, Seattle, USA, 08-13 Aug 2015. Published in: JSM Proceedings 2015
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Official URL: https://ww2.amstat.org/meetings/jsm/2015/
Abstract
Bayesian technologies have been progressively applied to larger and larger domains. Here necessarily probability judgments are made collaboratively and it is rare that one agent owns all probability judgments in the system. So interesting new foundational
and methodological issues have arisen associated with the status of inference support by combinations of such judgments. In this paper we review some recent work on Bayesian inference underlying integrated decision support for huge processes. We argue that in a
surprising number of such dynamic environments it is in fact formally justified to distribute the inference between different panels of experts and then use an agreed framework to knit these separate judgments to properly score different policies. We also briefly report recent progress in applying this new technology to develop an integrating decision support system for local government officials to use when trying to evaluate implications on food poverty of shocks in the food supply chain if various ameliorating policies are applied.
Item Type: | Conference Item (Paper) | ||||||||||||
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Subjects: | H Social Sciences > HD Industries. Land use. Labor Q Science > QA Mathematics |
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Divisions: | Faculty of Science, Engineering and Medicine > Science > Statistics | ||||||||||||
Library of Congress Subject Headings (LCSH): | Food security -- Mathematical models, Food supply -- Mathematical models, Bayesian statistical decision theory, Probabilities | ||||||||||||
Journal or Publication Title: | JSM Proceedings 2015 | ||||||||||||
Publisher: | American Statistical Association | ||||||||||||
Official Date: | 8 August 2015 | ||||||||||||
Dates: |
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Status: | Peer Reviewed | ||||||||||||
Publication Status: | Published | ||||||||||||
Access rights to Published version: | Restricted or Subscription Access | ||||||||||||
Date of first compliant deposit: | 6 August 2021 | ||||||||||||
Date of first compliant Open Access: | 6 August 2021 | ||||||||||||
RIOXX Funder/Project Grant: |
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Conference Paper Type: | Paper | ||||||||||||
Title of Event: | 2015 Joint Statistical Meetings | ||||||||||||
Type of Event: | Conference | ||||||||||||
Location of Event: | Seattle, USA | ||||||||||||
Date(s) of Event: | 08-13 Aug 2015 |
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