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JMLR
2010
163views more  JMLR 2010»
14 years 4 months ago
Dense Message Passing for Sparse Principal Component Analysis
We describe a novel inference algorithm for sparse Bayesian PCA with a zero-norm prior on the model parameters. Bayesian inference is very challenging in probabilistic models of t...
Kevin Sharp, Magnus Rattray
SAS
2010
Springer
134views Formal Methods» more  SAS 2010»
14 years 8 months ago
Strictness Meets Data Flow
Abstract. Properties of programs can be formulated using various techdataflow analysis, abstract interpretation and type-like inference systems. This paper reconstructs strictness...
Tom Schrijvers, Alan Mycroft
84
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POPL
2012
ACM
13 years 5 months ago
Resource-sensitive synchronization inference by abduction
We present an analysis which takes as its input a sequential program, augmented with annotations indicating potential parallelization opportunities, and a sequential proof, writte...
Matko Botincan, Mike Dodds, Suresh Jagannathan
TSE
1998
129views more  TSE 1998»
14 years 9 months ago
Inferring Declarative Requirements Specifications from Operational Scenarios
—Scenarios are increasingly recognized as an effective means for eliciting, validating, and documenting software requirements. This paper concentrates on the use of scenarios for...
Axel van Lamsweerde, Laurent Willemet
JMLR
2010
165views more  JMLR 2010»
14 years 4 months ago
Causal Inference
: This review presents empirical researchers with recent advances in causal inference, and stresses the paradigmatic shifts that must be undertaken in moving from traditional stati...
Judea Pearl