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» Causal Time Calculus
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BMCBI
2007
215views more  BMCBI 2007»
14 years 9 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»
15 years 10 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»
14 years 9 months ago
Structure from Motion Causally Integrated Over Time
Alessandro Chiuso, Paolo Favaro, Hailin Jin, Stefa...
ICA
2010
Springer
14 years 8 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»
14 years 9 months ago
Methods for Quantifying the Causal Structure of bivariate Time Series
Max Lungarella, Katsuhiko Ishiguro, Yasuo Kuniyosh...