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» The Inference Problem: A Survey
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JMLR
2012
13 years 3 months ago
Low rank continuous-space graphical models
Constructing tractable dependent probability distributions over structured continuous random vectors is a central problem in statistics and machine learning. It has proven diffic...
Carl Smith, Frank Wood, Liam Paninski
62
Voted
CIE
2007
Springer
15 years 2 months ago
Finding Most Likely Solutions
Abstract. As one simple type of statistical inference problems we consider Most Likely Solution problem, a task of finding a most likely solution (MLS in short) for a given proble...
Osamu Watanabe, Mikael Onsjö
131
Voted
BIOCOMP
2008
15 years 2 months ago
Reverse Engineering Module Networks by PSO-RNN Hybrid Modeling
Background: Inferring a gene regulatory network (GRN) from high throughput biological data is often an under-determined problem and is a challenging task due to the following reas...
Yuji Zhang, Jianhua Xuan, Benildo de los Reyes, Ro...
88
Voted
TABLEAUX
2005
Springer
15 years 6 months ago
Proof Output and Transformation for Disconnection Tableaux
For applications of first-order automated theorem provers in a wider verification context it is essential to provide a means of presenting and checking automatically found proofs...
Philipp Correll, Gernot Stenz
104
Voted
EMNLP
2007
15 years 2 months ago
A Constraint Satisfaction Approach to Dependency Parsing
We present an adaptation of constraint satisfaction inference (Canisius et al., 2006b) for predicting dependency trees. Three different classifiers are trained to predict weighte...
Sander Canisius, Erik Tjong Kim Sang