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PKDD
2010
Springer
148views Data Mining» more  PKDD 2010»
15 years 2 months ago
Exploiting Causal Independence in Markov Logic Networks: Combining Undirected and Directed Models
Abstract. A new method is proposed for compiling causal independencies into Markov logic networks (MLNs). An MLN can be viewed as compactly representing a factorization of a joint ...
Sriraam Natarajan, Tushar Khot, Daniel Lowd, Prasa...
PKDD
2010
Springer
168views Data Mining» more  PKDD 2010»
15 years 2 months ago
Bayesian Knowledge Corroboration with Logical Rules and User Feedback
Current knowledge bases suffer from either low coverage or low accuracy. The underlying hypothesis of this work is that user feedback can greatly improve the quality of automatica...
Gjergji Kasneci, Jurgen Van Gael, Ralf Herbrich, T...
PRL
2010
130views more  PRL 2010»
15 years 2 months ago
Automatic configuration of spectral dimensionality reduction methods
In this paper, our main contribution is a framework for the automatic configuration of any spectral dimensionality reduction methods. This is achieved, first, by introducing the m...
Michal Lewandowski, Dimitrios Makris, Jean-Christo...
PROCEDIA
2010
115views more  PROCEDIA 2010»
15 years 2 months ago
Generative topographic mapping by deterministic annealing
Generative Topographic Mapping (GTM) is an important technique for dimension reduction which has been successfully applied to many fields. However the usual Expectation-Maximizat...
Jong Youl Choi, Judy Qiu, Marlon E. Pierce, Geoffr...
PVLDB
2010
110views more  PVLDB 2010»
15 years 2 months ago
Behavior Based Record Linkage
In this paper, we present a new record linkage approach that uses entity behavior to decide if potentially different entities are in fact the same. An entity’s behavior is extra...
Mohamed Yakout, Ahmed K. Elmagarmid, Hazem Elmelee...