Acquisition in Autoshaping

Kakade, S; Dayan, P

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Acquisition in Autoshaping

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https://papers.nips.cc/paper/1777-acquisition-in-autoshaping.pdf
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Kakade, S., & Dayan, P. (2000). Acquisition in Autoshaping. In S. Solla, T. Leen, & K. Müller (Eds.), Advances in Neural Information Processing Systems 12 (pp. 24-30). Cambridge, MA, USA: MIT Press.

Cite as: https://hdl.handle.net/21.11116/0000-0002-DDBC-2

Abstract

Quantitative data on the speed with which animals acquire behav- ioral responses during classical conditioning experiments should provide strong constraints on models of learning. However, most models have simply ignored these data; the few that have attempt- ed to address them have failed by at least an order of magnitude. We discuss key data on the speed of acquisition, and show how to account for them using a statistically sound model of learning, in which differential reliabilities of stimuli play a crucial role.