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Learning the Form of Causal Relationships Using Hierarchical Bayesian Models
Bibliografi
Author:
[s.n]
Topik:
Causal inference learning
;
functional form of causal relationships
;
hierarchical Bayesian models
;
Using knowledge of functional form in causal induction
;
Models of causal learning
;
Causal graphical models
;
Learning causal strength
;
Learning causal structure
;
Modeling the effects of knowledge of functional form
;
causal induction outlined
;
Using knowledge of functional form
;
Bayesian inference
;
Learning causal theories
;
Testing the predictions of the hierarchical Bayesian approach
;
kinds of relationship forms expressed as sigmoid functions
;
Known causal structure
;
Unknown causal structure
;
The effects of noise
;
Manipulating causal strength
;
Effects of domain
;
Robustness and interpretation of parameters
;
Alternative priors on functional forms
;
Other hierarchical Bayesian models
;
Toward a more general model of functional form learning
Bahasa:
(EN )
Tahun Terbit:
2009
Jenis:
Journal
Fulltext:
06. Learning the Form of Causal Relationships Using Hierarchical Bayesian Models.pdf
(733.85KB;
1 download
)
Abstract
Causal reasoning; Bayesian networks; Bayesian models; Hierarchical models; Rational inference; Structure learning; Human experimentation; Computer simulation
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