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» Belief Update in Bayesian Networks Using Uncertain Evidence
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APIN
2004
89views more  APIN 2004»
13 years 7 months ago
A Prototypical System for Soft Evidential Update
Autonomous agents that communicate using probabilistic information and use Bayesian networks for knowledge representation need an update mechanism that goes beyond conditioning on ...
Young-Gyun Kim, Marco Valtorta, Jirí Vomlel
JAIR
2010
119views more  JAIR 2010»
13 years 6 months ago
Active Tuples-based Scheme for Bounding Posterior Beliefs
The paper presents a scheme for computing lower and upper bounds on the posterior marginals in Bayesian networks with discrete variables. Its power lies in its ability to use any ...
Bozhena Bidyuk, Rina Dechter, Emma Rollon
SOFTWARE
2002
13 years 7 months ago
Handling Uncertainty in a Medical Study of Dietary Intake During Pregnancy
This paper is concerned with handling uncertainty as part of the analysis of data from a medical study. The study is investigating connections between the birth weight of babies an...
Adele H. Marshall, David A. Bell, Roy Sterritt
UAI
2003
13 years 9 months ago
Updating with incomplete observations
Currently, there is renewed interest in the problem, raised by Shafer in 1985, of updating probabilities when observations are incomplete (or setvalued). This is a fundamental pro...
Gert de Cooman, Marco Zaffalon
ICCSA
2003
Springer
14 years 24 days ago
A Probabilistic Model for Predicting Software Development Effort
—Recently, Bayesian probabilistic models have been used for predicting software development effort. One of the reasons for the interest in the use of Bayesian probabilistic model...
Parag C. Pendharkar, Girish H. Subramanian, James ...