Nonparametric Bayesian Logic

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...

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Bibliographic Details
Main Authors: Carbonetto, P, Kisynski, J, de Freitas, N, Poole, D
Format: Conference item
Published: AUAI Press 2005