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AAAI
2006
15 years 7 months ago
An Edge Deletion Semantics for Belief Propagation and its Practical Impact on Approximation Quality
We show in this paper that the influential algorithm of iterative belief propagation can be understood in terms of exact inference on a polytree, which results from deleting enoug...
Arthur Choi, Adnan Darwiche
ICDE
2007
IEEE
99views Database» more  ICDE 2007»
16 years 7 months ago
Source-aware Entity Matching: A Compositional Approach
Entity matching (a.k.a. record linkage) plays a crucial role in integrating multiple data sources, and numerous matching solutions have been developed. However, the solutions have...
Warren Shen, Pedro DeRose, Long Vu, AnHai Doan, Ra...
PDP
2010
IEEE
16 years 1 months ago
Trusted Interaction Patterns in Large-scale Enterprise Service Networks
Abstract—The evolution towards cross-organizational collaboration and interaction patterns has led to the emergence of scalable, Web services-based composition infrastructures. T...
Florian Skopik, Daniel Schall, Schahram Dustdar
PKDD
2009
Springer
170views Data Mining» more  PKDD 2009»
16 years 28 days ago
Statistical Relational Learning with Formal Ontologies
Abstract. We propose a learning approach for integrating formal knowledge into statistical inference by exploiting ontologies as a semantically rich and fully formal representation...
Achim Rettinger, Matthias Nickles, Volker Tresp
ICALT
2008
IEEE
16 years 26 days ago
Moving Towards Life-Long User Modeling
User Modeling is the core component for the majority of personalization services. It has become an important factor in the effort to personalise a diversity of web resources accor...
Demetris Kyriacou, Hugh C. Davis