Conference item
Nonparametric Bayesian Logic
- Abstract:
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The Bayesian Logic (BLOG) language was recently developed for defining first-order probability models over worlds with unknown numbers of objects. It handles important problems in AI, including data association and population estimation. This paper extends BLOG by adopting generative processes over function spaces - known as nonparametrics in the Bayesian literature. We introduce syntax for reasoning about arbitrary collections of objects, and their properties, in an intuitive manner. By expl...
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Bibliographic Details
- Publisher:
- AUAI Press
- Host title:
- Uncertainty in Artificial Intelligence (UAI)
- Publication date:
- 2005-01-01
Item Description
- UUID:
-
uuid:a9f2a186-33bc-4943-883c-eae4c09670c5
- Local pid:
- cs:7514
- Deposit date:
- 2015-03-31
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- Copyright date:
- 2005
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