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  Decision theory, reinforcement learning and the brain

Dayan, P., & Daw, N. (2008). Decision theory, reinforcement learning and the brain. Cognitive, Affective and Behavioral Neuroscience, 8(4), 429-453. doi:10.3758/CABN.8.4.429.

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Dayan, P1, Autor           
Daw, ND, Autor
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1External Organizations, ou_persistent22              

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 Zusammenfassung: Decision making is a core competence for animals and humans acting and surviving in environments they only partially comprehend, gaining rewards and punishments for their troubles. Decision-theoretic concepts permeate experiments and computational models in ethology, psychology, and neuroscience. Here, we review a well-known, coherent Bayesian approach to decision making, showing how it unifies issues in Markovian decision problems, signal detection psychophysics, sequential sampling, and optimal exploration and discuss paradigmatic psychological and neural examples of each problem. We discuss computational issues concerning what subjects know about their task and how ambitious they are in seeking optimal solutions; we address algorithmic topics concerning model-based and model-free methods for making choices; and we highlight key aspects of the neural implementation of decision making.

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 Datum: 2008-12
 Publikationsstatus: Erschienen
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 Identifikatoren: DOI: 10.3758/CABN.8.4.429
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Titel: Cognitive, Affective and Behavioral Neuroscience
  Kurztitel : Cogn Affect Behav Neurosci
Genre der Quelle: Zeitschrift
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Ort, Verlag, Ausgabe: Austin, TX : Psychonomic Society
Seiten: - Band / Heft: 8 (4) Artikelnummer: - Start- / Endseite: 429 - 453 Identifikator: ISSN: 1530-7026
CoNE: https://pure.mpg.de/cone/journals/resource/1530-7026