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CORR
2006
Springer
104views Education» more  CORR 2006»
14 years 10 months ago
Loop corrections for approximate inference
We propose a method to improve approximate inference methods by correcting for the influence of loops in the graphical model. The method is a generalization and alternative implem...
Joris M. Mooij, Bert Kappen
ICML
2009
IEEE
15 years 5 months ago
Grammatical inference as a principal component analysis problem
One of the main problems in probabilistic grammatical inference consists in inferring a stochastic language, i.e. a probability distribution, in some class of probabilistic models...
Raphaël Bailly, François Denis, Liva R...
85
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UAI
2003
14 years 11 months ago
Strong Faithfulness and Uniform Consistency in Causal Inference
A fundamental question in causal inference is whether it is possible to reliably infer the manipulation effects from observational data. There are a variety of senses of asymptot...
Jiji Zhang, Peter Spirtes
AMAI
2005
Springer
14 years 10 months ago
Robust inference of trees
Abstract. This paper is concerned with the reliable inference of optimal treeapproximations to the dependency structure of an unknown distribution generating data. The traditional ...
Marco Zaffalon, Marcus Hutter
IFL
2003
Springer
159views Formal Methods» more  IFL 2003»
15 years 3 months ago
Inferring Cost Equations for Recursive, Polymorphic and Higher-Order Functional Programs
Abstract This paper presents a type-based analysis for inferring sizeand cost-equations for recursive, higher-order and polymorphic functional programs without requiring user annot...
Pedro B. Vasconcelos, Kevin Hammond