Reminders of past choices bias decisions for reward in humans
Author(s): Bornstein, Aaron M.; Khaw, Mel W.; Shohamy, Daphna; Daw, Nathaniel D.
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Abstract: | We provide evidence that decisions are made by consulting memories for individual past experiences, and that this process can be biased in favour of past choices using incidental reminders. First, in a standard rewarded choice task, we show that a model that estimates value at decision-time using individual samples of past outcomes fits choices and decision-related neural activity better than a canonical incremental learning model. In a second experiment, we bias this sampling process by incidentally reminding participants of individual past decisions. The next decision after a reminder shows a strong influence of the action taken and value received on the reminded trial. These results provide new empirical support for a decision architecture that relies on samples of individual past choice episodes rather than incrementally averaged rewards in evaluating options and has suggestive implications for the underlying cognitive and neural mechanisms. |
Publication Date: | 27-Jun-2017 |
Citation: | Bornstein, Aaron M, Khaw, Mel W, Shohamy, Daphna, Daw, Nathaniel D. (2017). Reminders of past choices bias decisions for reward in humans.. Nature communications, 8 (15958 - ?. doi:10.1038/ncomms15958 |
DOI: | doi:10.1038/ncomms15958 |
ISSN: | 2041-1723 |
EISSN: | 2041-1723 |
Language: | eng |
Type of Material: | Journal Article |
Journal/Proceeding Title: | nature communications |
Version: | Final published version. This is an open access article. |
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