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Local Computation.pdf

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Preview of Local Computation
🔗 Source: marcpouly.ch
📊 Size: 810 KB
📄 Pages: 40 pages
⬇️ Downloads: 195

Summary

Many problems in artificial intelligence and information processing have a generic solution based on local computation on join trees or acyclic hypertrees, using the algebraic structure of a valuation algebra. However, the requirement that the elements of a problem decomposition form a join tree is not always satisfied, and extending the elements to a covering join tree may not be possible or efficient. This paper introduces variants of an axiomatic framework of valuation algebras that prove sufficient for local computation without the need for extension, covering the axiomatic system proposed by Shenoy and Shafer. The framework includes idempotent algebras and algebras with some notion of division, and shows that well-known architectures for local computation can be adapted to this new framework.

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Description

Many problems in artificial intelligence and information processing have a generic solution based on local computation on join trees or acyclic hypertrees,...

Technical Information

  • File Format: PDF
  • File Size: 810 KB
  • Pages: 40
  • Language: EN
  • Total Downloads: 195
  • Last Updated: 2 weeks ago

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This PDF document about Local Computation provides comprehensive information and guidance. Whether you're a beginner or advanced user, this resource offers valuable insights into Local Computation.

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