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» Topic Models Conditioned on Relations
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109
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NIPS
2007
15 years 1 months ago
Gaussian Process Models for Link Analysis and Transfer Learning
In this paper we model relational random variables on the edges of a network using Gaussian processes (GPs). We describe appropriate GP priors, i.e., covariance functions, for dir...
Kai Yu, Wei Chu
94
Voted
KDD
2004
ACM
170views Data Mining» more  KDD 2004»
16 years 26 days ago
Why collective inference improves relational classification
Procedures for collective inference make simultaneous statistical judgments about the same variables for a set of related data instances. For example, collective inference could b...
David Jensen, Jennifer Neville, Brian Gallagher
TFM
2009
Springer
136views Formal Methods» more  TFM 2009»
15 years 7 months ago
On Teaching Formal Methods: Behavior Models and Code Analysis
Abstract. Teaching formal methods is a challenging task for several reasons. First, both the state-of-the-art knowledge and the tools are rapidly evolving. Second, there are no com...
Jan Kofron, Pavel Parizek, Ondrej Sery
100
Voted
SIGIR
2008
ACM
15 years 11 days ago
Multi-document summarization using cluster-based link analysis
The Markov Random Walk model has been recently exploited for multi-document summarization by making use of the link relationships between sentences in the document set, under the ...
Xiaojun Wan, Jianwu Yang
IGPL
2000
103views more  IGPL 2000»
15 years 8 days ago
General Patterns for Nonmonotonic Reasoning: From Basic Entailments to Plausible Relations
This paper has two goals. First, we develop frameworks for logical systems which are able to re ect not only nonmonotonic patterns of reasoning, but also paraconsistent reasoning....
Ofer Arieli, Arnon Avron