作者
Satohiro Tajima, Jan Drugowitsch, Alexandre Pouget
发表日期
2016/8/18
期刊
Nature communications
卷号
7
期号
1
页码范围
12400
出版商
Nature Publishing Group UK
简介
For decades now, normative theories of perceptual decisions, and their implementation as drift diffusion models, have driven and significantly improved our understanding of human and animal behaviour and the underlying neural processes. While similar processes seem to govern value-based decisions, we still lack the theoretical understanding of why this ought to be the case. Here, we show that, similar to perceptual decisions, drift diffusion models implement the optimal strategy for value-based decisions. Such optimal decisions require the models’ decision boundaries to collapse over time, and to depend on the a priori knowledge about reward contingencies. Diffusion models only implement the optimal strategy under specific task assumptions, and cease to be optimal once we start relaxing these assumptions, by, for example, using non-linear utility functions. Our findings thus provide the much-needed theory …
引用总数
20162017201820192020202120222023202411519255237313619
学术搜索中的文章
S Tajima, J Drugowitsch, A Pouget - Nature communications, 2016