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» Optimal Causal Inference
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114
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ICA
2010
Springer
15 years 11 days ago
Time Series Causality Inference Using Echo State Networks
One potential strength of recurrent neural networks (RNNs) is their – theoretical – ability to find a connection between cause and consequence in time series in an constraint-...
Norbert Michael Mayer, Oliver Obst, Chang Yu-Chen
75
Voted
JCNS
2011
63views more  JCNS 2011»
14 years 8 months ago
Estimating the directed information to infer causal relationships in ensemble neural spike train recordings
Christopher J. Quinn, Todd P. Coleman, Negar Kiyav...
75
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JMLR
2010
62views more  JMLR 2010»
14 years 8 months ago
Introduction to Causal Inference
Peter Spirtes
107
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CORR
2010
Springer
154views Education» more  CORR 2010»
15 years 1 months ago
Causal Markov condition for submodular information measures
The causal Markov condition (CMC) is a postulate that links observations to causality. It describes the conditional independences among the observations that are entailed by a cau...
Bastian Steudel, Dominik Janzing, Bernhard Sch&oum...
ECAI
2008
Springer
15 years 3 months ago
Optimizing Causal Link Based Web Service Composition
Automation of Web service composition is one of the most interesting challenges facing the Semantic Web today. Since Web services have been enhanced with formal semantic descriptio...
Freddy Lécué, Alexandre Delteil, Ala...