Journal article

Successful structure learning from observational data

Anselm Rothe, Ben Deverett, Ralf Mayrhofer, Charles Kemp

Cognition | ELSEVIER SCIENCE BV | Published : 2018

DOI: 10.1016/j.cognition.2018.06.003

Grants

Awarded by NIH

Awarded by Deutsche Forschungsgemeinschaft as part of the priority program "New frameworks of rationality"

Awarded by NSF

Funding Acknowledgements

BD was supported by a training program in Neural Computation that was organized by CMU's Center for the Neural Basis of Cognition and funded by NIH R90 DA023426. RM was supported by research grants of the Deutsche Forschungsgemeinschaft (DFG-Wa 621/22-1, DFG-Ma 6545/1-2) as part of the priority program "New frameworks of rationality" (SPP 1516). CK was supported in part by the James S. McDonnell Foundation Causal Learning Collaborative Initiative and by NSF award CDI-0835797.

Keywords

Information
Psychology, Experimental
Graphical Models
Probability Learning
Children
Interventions
Causal-Structure
Learning
Problem Solving
Social Sciences
Judgment
Bayesian Modeling
Humans
Causal Structure Learning
Bayes Theorem
Simplicity
Covariation
Models, Psychological
Psychology
Explanations
Causal Reasoning
Probability