TY - JOUR
T1 - A neuroeconomic theory of the decision process
AU - Dickhaut, John
AU - Rustichini, Aldo
AU - Smith, Vernon
PY - 2009/12/19
Y1 - 2009/12/19
N2 - We develop a neuronal theory of the choice process (NTCP), which takes a subject from the moment in which two options are presented to the selection of one of the two. The theory is based on an optimal signal detection, which generalizes the signal detection theory by adding the choice of effort as optimal choice for a given informational value of the signal for every effort level and a cost of effort. NTCP predicts the choice made as a stochastic choice: That is, as a probability distribution over two options in a set, the level of effort provided, the error rate, and the time to respond. The theory provides a unified account of behavioral evidence (choices made, error rate, time to respond) as well as neural evidence (represented by the effort rate measured for example by the level of brain activation). The theory also provides a unified explanation of several facts discovered and interpreted in the last decades of experimental economic analysis of choices, which we review.
AB - We develop a neuronal theory of the choice process (NTCP), which takes a subject from the moment in which two options are presented to the selection of one of the two. The theory is based on an optimal signal detection, which generalizes the signal detection theory by adding the choice of effort as optimal choice for a given informational value of the signal for every effort level and a cost of effort. NTCP predicts the choice made as a stochastic choice: That is, as a probability distribution over two options in a set, the level of effort provided, the error rate, and the time to respond. The theory provides a unified account of behavioral evidence (choices made, error rate, time to respond) as well as neural evidence (represented by the effort rate measured for example by the level of brain activation). The theory also provides a unified explanation of several facts discovered and interpreted in the last decades of experimental economic analysis of choices, which we review.
KW - Signal detection
KW - Stochastic choice
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U2 - 10.1073/pnas.0912500106
DO - 10.1073/pnas.0912500106
M3 - Article
C2 - 20080787
AN - SCOPUS:76049119072
SN - 0027-8424
VL - 106
SP - 22145
EP - 22150
JO - Proceedings of the National Academy of Sciences of the United States of America
JF - Proceedings of the National Academy of Sciences of the United States of America
IS - 52
ER -