Exploring a latent cause theory of classical conditioning.

Abstract:

:We frame behavior in classical conditioning experiments as the product of normative statistical inference. According to this theory, animals learn an internal model of their environment from experience. The basic building blocks of this internal model are latent causes-explanatory constructs inferred by the animal that partition observations into coherent clusters. Generalization of conditioned responding from one cue to another arises from the animal's inference that the cues were generated by the same latent cause. Through a wide range of simulations, we demonstrate where the theory succeeds and where it fails as a general account of classical conditioning.

journal_name

Learn Behav

journal_title

Learning & behavior

authors

Gershman SJ,Niv Y

doi

10.3758/s13420-012-0080-8

subject

Has Abstract

pub_date

2012-09-01 00:00:00

pages

255-68

issue

3

eissn

1543-4494

issn

1543-4508

journal_volume

40

pub_type

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