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PKDD
2009
Springer
146views Data Mining» more  PKDD 2009»
15 years 5 months ago
Parallel Subspace Sampling for Particle Filtering in Dynamic Bayesian Networks
Monitoring the variables of real world dynamic systems is a difficult task due to their inherent complexity and uncertainty. Particle Filters (PF) perform that task, yielding prob...
Eva Besada-Portas, Sergey M. Plis, Jesús Ma...
74
Voted
IJAR
2010
74views more  IJAR 2010»
14 years 11 months ago
On the robustness of Bayesian networks to learning from non-conjugate sampling
Jim Q. Smith, Alireza Daneshkhah
130
Voted
UAI
2008
15 years 2 months ago
Refractor Importance Sampling
In this paper we introduce Refractor Importance Sampling (RIS), an improvement to reduce error variance in Bayesian network importance sampling propagation under evidential reason...
Haohai Yu, Robert van Engelen