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» Data cleaning using belief propagation
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IQIS
2005
ACM
13 years 10 months ago
Data cleaning using belief propagation
Fang Chu, Yizhou Wang, Douglas Stott Parker Jr., C...
SIGMOD
2010
ACM
211views Database» more  SIGMOD 2010»
13 years 10 months ago
ERACER: a database approach for statistical inference and data cleaning
Real-world databases often contain syntactic and semantic errors, in spite of integrity constraints and other safety measures incorporated into modern DBMSs. We present ERACER, an...
Chris Mayfield, Jennifer Neville, Sunil Prabhakar
CVPR
2010
IEEE
1790views Computer Vision» more  CVPR 2010»
14 years 1 months ago
Data Driven Mean-Shift Belief Propagation For non-Gaussian MRFs
We introduce a novel data-driven mean-shift belief propagation (DDMSBP) method for non-Gaussian MRFs, which often arise in computer vision applications. With the aid of scale sp...
Minwoo Park, S. Kashyap, R. Collins, and Y. Liu
SMI
2007
IEEE
208views Image Analysis» more  SMI 2007»
13 years 11 months ago
A Partition-of-Unity Based Algorithm for Implicit Surface Reconstruction Using Belief Propagation
In this paper, we propose a new algorithm for the fundamental problem of reconstructing surfaces from a large set of unorganized 3D data points. The local shapes of the surface ar...
Yi-Ling Chen, Shang-Hong Lai
CORR
2012
Springer
281views Education» more  CORR 2012»
12 years 1 months ago
Belief Propagation by Message Passing in Junction Trees: Computing Each Message Faster Using GPU Parallelization
Compiling Bayesian networks (BNs) to junction trees and performing belief propagation over them is among the most prominent approaches to computing posteriors in BNs. However, bel...
Lu Zheng, Ole J. Mengshoel, Jike Chong