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» EM Algorithm for Symmetric Causal Independence Models
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ICML
2010
IEEE
13 years 8 months ago
Learning the Linear Dynamical System with ASOS
We develop a new algorithm, based on EM, for learning the Linear Dynamical System model. Called the method of Approximated Second-Order Statistics (ASOS) our approach achieves dra...
James Martens
CAV
2009
Springer
157views Hardware» more  CAV 2009»
14 years 8 months ago
Explaining Counterexamples Using Causality
Abstract. When a model does not satisfy a given specification, a counterexample is produced by the model checker to demonstrate the failure. A user must then examine the counterexa...
Ilan Beer, Shoham Ben-David, Hana Chockler, Avigai...
WWW
2006
ACM
14 years 8 months ago
Symmetrically exploiting XML
Path expressions are the principal means of locating data in a hierarchical model. But path expressions are brittle because they often depend on the structure of data and break if...
Shuohao Zhang, Curtis E. Dyreson
AAAI
2011
12 years 7 months ago
Relational Blocking for Causal Discovery
Blocking is a technique commonly used in manual statistical analysis to account for confounding variables. However, blocking is not currently used in automated learning algorithms...
Matthew J. Rattigan, Marc E. Maier, David Jensen
ICC
2007
IEEE
165views Communications» more  ICC 2007»
14 years 2 months ago
Capacity Analysis of MIMO System Over Identically Independent Distributed Weibull Fading Channels
— The capacity of multiple input multiple output (MIMO) system over wireless channels has been investigated analytically and by simulation over different types of wireless fading...
Ibrahim Y. Abualhaol, Mustafa M. Matalgah