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EUC
2005
Springer
15 years 3 months ago
A Unified Context Model: Bringing Probabilistic Models to Context Ontology
Abstract. Ontology is a promising tool to model and reason about context information in pervasive computing environment. However, ontology does not support representation and reaso...
Binh An Truong, Young-Koo Lee, Sungyoung Lee
ILP
1999
Springer
15 years 1 months ago
Probabilistic Relational Models
Most real-world data is heterogeneous and richly interconnected. Examples include the Web, hypertext, bibliometric data and social networks. In contrast, most statistical learning...
Daphne Koller
APN
2005
Springer
15 years 3 months ago
Particle Petri Nets for Aircraft Procedure Monitoring Under Uncertainty
In the framework of the study and analysis of new flight procedures, we propose a new Petri net-based formalism to represent both continuous and discrete evolutions and uncertaint...
Charles Lesire, Catherine Tessier
105
Voted
NIPS
2004
14 years 11 months ago
Probabilistic Computation in Spiking Populations
As animals interact with their environments, they must constantly update estimates about their states. Bayesian models combine prior probabilities, a dynamical model and sensory e...
Richard S. Zemel, Quentin J. M. Huys, Rama Nataraj...
ICRA
2006
IEEE
144views Robotics» more  ICRA 2006»
15 years 3 months ago
Adapting Probabilistic Roadmaps to Handle Uncertain Maps
Abstract— Randomized motion planning techniques are responsible for many of the recent successes in robot control. However, most motion planning algorithms assume perfect and com...
Patrycja E. Missiuro, Nicholas Roy