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» Causal Time Calculus
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BMCBI
2007
215views more  BMCBI 2007»
13 years 8 months ago
Learning causal networks from systems biology time course data: an effective model selection procedure for the vector autoregres
Background: Causal networks based on the vector autoregressive (VAR) process are a promising statistical tool for modeling regulatory interactions in a cell. However, learning the...
Rainer Opgen-Rhein, Korbinian Strimmer
KDD
2003
ACM
175views Data Mining» more  KDD 2003»
14 years 9 months ago
Time and sample efficient discovery of Markov blankets and direct causal relations
Data Mining with Bayesian Network learning has two important characteristics: under broad conditions learned edges between variables correspond to causal influences, and second, f...
Ioannis Tsamardinos, Constantin F. Aliferis, Alexa...
PAMI
2002
86views more  PAMI 2002»
13 years 8 months ago
Structure from Motion Causally Integrated Over Time
Alessandro Chiuso, Paolo Favaro, Hailin Jin, Stefa...
ICA
2010
Springer
13 years 7 months 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
IJBC
2007
80views more  IJBC 2007»
13 years 8 months ago
Methods for Quantifying the Causal Structure of bivariate Time Series
Max Lungarella, Katsuhiko Ishiguro, Yasuo Kuniyosh...