CALL FOR PAPERS Decision Making: Neural Mechanisms Discriminating evidence accumulation from urgency signals in speeded decision making
نویسندگان
چکیده
Hawkins GE, Wagenmakers EJ, Ratcliff R, Brown SD. Discriminating evidence accumulation from urgency signals in speeded decision making. J Neurophysiol 114: 40–47, 2015.—First published April 22, 2015; doi:10.1152/jn.00088.2015. The dominant theoretical paradigm in explaining decision making throughout both neuroscience and cognitive science is known as “evidence accumulation”—the core idea being that decisions are reached by a gradual accumulation of noisy information. Although this notion has been supported by hundreds of experiments over decades of study, a recent theory proposes that the fundamental assumption of evidence accumulation requires revision. The “urgency gating” model assumes decisions are made without accumulating evidence, using only moment-by-moment information. Under this assumption, the successful history of evidence accumulation models is explained by asserting that the two models are mathematically identical in standard experimental procedures. We demonstrate that this proof of equivalence is incorrect, and that the models are not identical, even when both models are augmented with realistic extra assumptions. We also demonstrate that the two models can be perfectly distinguished in realistic simulated experimental designs, and in two real data sets; the evidence accumulation model provided the best account for one data set, and the urgency gating model for the other. A positive outcome is that the opposing modeling approaches can be fruitfully investigated without wholesale change to the standard experimental paradigms. We conclude that future research must establish whether the urgency gating model enjoys the same empirical support in the standard experimental paradigms that evidence accumulation models have gathered over decades of study.
منابع مشابه
How to discriminate conclusively among different 1 models of decision - making ?
How to discriminate conclusively among different 1 models of decision-making? 2 3 4 Neuro Forum paper, to be published in the Journal of Neurophysiology 5 6 7 8 David Thura1 9 10 Department of neuroscience 11 University of Montreal, Montreal, Canada 12 13 14 15 Target article: 16 17 Discriminating evidence accumulation from urgency signals in speeded 18 decision making 19 20 Guy E. Hawkins, Eri...
متن کاملDiscriminating evidence accumulation from urgency signals in speeded decision making.
The dominant theoretical paradigm in explaining decision making throughout both neuroscience and cognitive science is known as “evidence accumulation”--The core idea being that decisions are reached by a gradual accumulation of noisy information. Although this notion has been supported by hundreds of experiments over decades of study, a recent theory proposes that the fundamental assumption of ...
متن کاملBrain and Behavior in Decision-Making
Speed-accuracy tradeoff (SAT) is an adaptive process balancing urgency and caution when making decisions. Computational cognitive theories, known as "evidence accumulation models", have explained SATs via a manipulation of the amount of evidence necessary to trigger response selection. New light has been shed on these processes by single-cell recordings from monkeys who were adjusting their SAT...
متن کاملRelating Accumulator Model Parameters and Neural Dynamics.
Accumulator models explain decision-making as an accumulation of evidence to a response threshold. Specific model parameters are associated with specific model mechanisms, such as the time when accumulation begins, the average rate of evidence accumulation, and the threshold. These mechanisms determine both the within-trial dynamics of evidence accumulation and the predicted behavior. Cognitive...
متن کاملEarly evidence affects later decisions: why evidence accumulation is required to explain response time data.
Models of decision making differ in how they treat early evidence as it recedes in time. Standard models, such as the drift diffusion model, assume that evidence is gradually accumulated until it reaches a boundary and a decision is initiated. One recent model, the urgency gating model, has proposed that decision making does not require the accumulation of evidence at all. Instead, accumulation...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2015