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» Physical limits of inference
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FTML
2008
185views more  FTML 2008»
15 years 1 months ago
Graphical Models, Exponential Families, and Variational Inference
The formalism of probabilistic graphical models provides a unifying framework for capturing complex dependencies among random variables, and building large-scale multivariate stat...
Martin J. Wainwright, Michael I. Jordan
CORR
2007
Springer
121views Education» more  CORR 2007»
15 years 1 months ago
Diagrammatic Inference
Diagrammatic logics were introduced in 2002, with emphasis on the notions of specifications and models. In this paper we improve the description of the inference process, which i...
Dominique Duval
KBSE
2008
IEEE
15 years 8 months ago
Automatic Inference of Frame Axioms Using Static Analysis
Many approaches to software verification are currently semi-automatic: a human must provide key logical insights — e.g., loop invariants, class invariants, and frame axioms tha...
Zvonimir Rakamaric, Alan J. Hu
ICSE
2007
IEEE-ACM
15 years 7 months ago
Automatic Inference of Structural Changes for Matching across Program Versions
Mapping code elements in one version of a program to corresponding code elements in another version is a fundamental building block for many software engineering tools. Existing t...
Miryung Kim, David Notkin, Dan Grossman
IWMM
2010
Springer
140views Hardware» more  IWMM 2010»
15 years 3 months ago
Parametric inference of memory requirements for garbage collected languages
The accurate prediction of program's memory requirements is a critical component in software development. Existing heap space analyses either do not take deallocation into ac...
Elvira Albert, Samir Genaim, Miguel Gómez-Z...