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» Learning Dynamic Bayesian Networks

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UAI
1996

151views Artificial Intelligence» more UAI 1996»

Learning Equivalence Classes of Bayesian Network Structures

14 years 11 months ago

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Two Bayesian-network structures are said to be equivalent if the set of distributions that can be represented with one of those structures is identical to the set of distributions...

David Maxwell Chickering

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KES
2005
Springer

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Bayesian Inference Driven Behavior Network Architecture for Avoiding Moving Obstacles

15 years 3 months ago

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This paper presents a technique for an intelligent robot to adaptively behave in unforeseen and dynamic circumstances. Since the traditional methods utilized the relatively reliabl...

Hyeun-Jeong Min, Sung-Bae Cho

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CIDM
2009
IEEE

194views Artificial Intelligence» more CIDM 2009»

A new hybrid method for Bayesian network learning With dependency constraints

15 years 4 months ago

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Abstract— A Bayes net has qualitative and quantitative aspects: The qualitative aspect is its graphical structure that corresponds to correlations among the variables in the Baye...

Oliver Schulte, Gustavo Frigo, Russell Greiner, We...

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ECSQARU
2007
Springer

89views Automated Reasoning» more ECSQARU 2007»

Inference and Learning in Multi-dimensional Bayesian Network Classifiers

15 years 3 months ago