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» The Inference Problem: A Survey
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JMLR
2010
118views more  JMLR 2010»
13 years 4 months ago
Exploiting Within-Clique Factorizations in Junction-Tree Algorithms
It is probably fair to say that exact inference in graphical models is considered a solved problem, at least regarding its computational complexity: it is exponential in the treew...
Julian John McAuley, Tibério S. Caetano
BMCBI
2008
130views more  BMCBI 2008»
13 years 10 months ago
Function approximation approach to the inference of reduced NGnet models of genetic networks
Background: The inference of a genetic network is a problem in which mutual interactions among genes are deduced using time-series of gene expression patterns. While a number of m...
Shuhei Kimura, Katsuki Sonoda, Soichiro Yamane, Hi...
AIR
2006
46views more  AIR 2006»
13 years 10 months ago
Spatial inference with geometric proportional analogies
Abstract We describe an instance-based reasoning solution to a variety of spatial reasoning problems. The solution centers on identifying an isomorphic mapping between labelled gra...
Emma-Claire Mullally, Diarmuid P. O'Donoghue
ALT
2006
Springer
14 years 6 months ago
The Complexity of Learning SUBSEQ (A)
Higman showed that if A is any language then SUBSEQ(A) is regular, where SUBSEQ(A) is the language of all subsequences of strings in A. We consider the following inductive inferenc...
Stephen A. Fenner, William I. Gasarch
APNOMS
2006
Springer
14 years 1 months ago
Hybrid Inference Architecture and Model for Self-healing System
Distributed computing systems are continuously increasing in complexity and cost of managing, and system management tasks require significantly higher levels of autonomic managemen...
Giljong Yoo, Jeongmin Park, Eunseok Lee