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• W2737294562 endingPage "1859" @default.
• W2737294562 startingPage "1844" @default.
• W2737294562 abstract "Most associative models typically assume that learning can be understood as a gradual change in associative strength that captures the situation into one single parameter, or representational state. We will call this view single-state learning. However, there is ample evidence showing that under many circumstances different relationships that share features can be learned independently, and animals can quickly switch between expressing one or another. We will call this multiple-state learning. Theoretically, it is understudied because it needs a different data analysis approach from those usually employed. In this article, we present a Bayesian model of the Partial Reinforcement Extinction Effect (PREE) that can test the predictions of the multiple-state view. This implies estimating the moment of change in the responses (from the acquisition to the extinction performance), both at the individual and group levels. We used this model to analyze data from a PREE experiment with three levels of reinforcement during acquisition (100%, 75% and 50%). We found differences in the estimated moment of switch between states during extinction, so that it was delayed after leaner partial reinforcement schedules. The finding is compatible with the multiple-state view. It is the first time, to our knowledge, that the predictions from the multiple-state view are tested directly. The article also aims to show the benefits that Bayesian methods can bring to the associative learning field." @default.
• W2737294562 created "2017-07-31" @default.
• W2737294562 creator A5056147125 @default.
• W2737294562 creator A5064284121 @default.
• W2737294562 date "2018-01-01" @default.
• W2737294562 modified "2023-10-15" @default.
• W2737294562 title "Bayesian methods for addressing long-standing problems in associative learning: The case of PREE" @default.
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• W2737294562 doi "https://doi.org/10.1080/17470218.2017.1358292" @default.
• W2737294562 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/28726560" @default.
• W2737294562 hasPublicationYear "2018" @default.
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