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» Identifying Conditional Causal Effects
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AIPS
2004
13 years 8 months ago
Domain-Specific Preferences for Causal Reasoning and Planning
We address the issue of incorporating domain-specific preferences in planning systems, where a preference may be seen as a "soft" constraint that it is desirable, but no...
James P. Delgrande, Torsten Schaub, Hans Tompits
ISCI
2008
137views more  ISCI 2008»
13 years 7 months ago
Inference of differential equation models by genetic programming
This paper describes an evolutionary method for identifying a causal model from the observed time series data. We use a system of ordinary differential equations (ODEs) as the cau...
Hitoshi Iba
JOCN
2010
99views more  JOCN 2010»
13 years 5 months ago
"Virus and Epidemic": Causal Knowledge Activates Prediction Error Circuitry
■ Knowledge about cause and effect relationships (e.g., virus– epidemic) is essential for predicting changes in the environment and for anticipating the consequences of events...
Daniela B. Fenker, Mircea Ariel Schoenfeld, Michae...
JMLR
2011
187views more  JMLR 2011»
13 years 2 months ago
Robust Statistics for Describing Causality in Multivariate Time Series
A widely agreed upon definition of time series causality inference, established in the seminal 1969 article of Clive Granger (1969), is based on the relative ability of the histor...
Florin Popescu
WSC
1997
13 years 8 months ago
On the Effect and Control of Self-Similar Network Traffic: A Simulation Perspective
This paper presents a discussion of simulation-related issues arising in the study of self-similar network traffic with respect to its effect and control. Selfsimilar traffic has...
Kihong Park