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» Conditional Independence Trees
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ICML
2006
IEEE
14 years 10 months ago
Full Bayesian network classifiers
The structure of a Bayesian network (BN) encodes variable independence. Learning the structure of a BN, however, is typically of high computational complexity. In this paper, we e...
Jiang Su, Harry Zhang
AI
2002
Springer
13 years 9 months ago
Conditional independence in propositional logic
Independence--the study of what is relevant to a given problem of reasoning--is an important AI topic. In this paper, we investigate several notions of conditional independence in...
Jérôme Lang, Paolo Liberatore, Pierre...
IJAR
2010
91views more  IJAR 2010»
13 years 8 months ago
Logical and algorithmic properties of stable conditional independence
The logical and algorithmic properties of stable conditional independence (CI) as an alternative structural representation of conditional independence information are investigated...
Mathias Niepert, Dirk Van Gucht, Marc Gyssens
ISIPTA
2005
IEEE
130views Mathematics» more  ISIPTA 2005»
14 years 3 months ago
No Double Counting Semantics for Conditional Independence
The main goal of this paper is to describe a new semantic for conditional independence in terms of no double counting of uncertain evidence. For ease of exposition, we use probabi...
Prakash P. Shenoy
ISIPTA
2003
IEEE
14 years 3 months ago
Computing Lower Expectations with Kuznetsov's Independence Condition
Kuznetsov’s condition says that variables X and Y are independent when any product of bounded functions f(X) and g(Y) behaves in a certain way: the interval of expected values E...
Fabio Gagliardi Cozman