KSL-89-58 + redirect page
The Compilation of Decision Models + Has identifier
The Compilation of Decision Models + Ksl tr id
The Compilation of Decision Models + Number
| The Compilation of Decision Models |
Bibtype
techreport
Has publishing details
1989
Has title
The Compilation of Decision Models
Has where published
KSL-89-58
Has year
1989
Title
The Compilation of Decision Models
Year
1989
Abstract
We introduce and analyze the problem of th … We introduce and analyze the problem of the compilation of decision models from a decision-theoretic perspective. The techniques described allow us to evaluate various configurations of compiled knowledge given the nature of evidential relationships in a domain, the utilities associated with alternative actions, the costs of run-time delays, and the costs of memory. We describe procedures for selecting a subset of the total observations available to be incorporated into a compiled situation-action mapping, in the context of a binary decision with conditional independence of evidence. The methods allow us to incrementally select the best pieces of evidence to add to the set of compiled knowledge in an engineering setting. After presenting several approaches to compilation, we exercise one of the methods to provide insight into the relationship between the distribution over weights of evidence and the preferred degree of compilation. e and the preferred degree of compilation.
Author
David Heckerman and John S. Breese and Eric Horvitz +
Has author
David Heckerman and John S. Breese and Eric Horvitz +
Has identifier
The Compilation of Decision Models +
Institution
Knowledge Systems, AI Laboratory +
Ksl tr id
The Compilation of Decision Models +
Number
The Compilation of Decision Models +
Process note
YES +
Categories KSL Technical Report +, Publication +, Technical Report +
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