Individual Differences In Perceptual Decision Making Reflect Neural Variability In Medial Frontal Cortex

bioRxiv(2017)

引用 0|浏览3
暂无评分
摘要
Decision making obeys common neural mechanisms, but there is considerable variability in individuals9 decision making behavior particularly under uncertainty. How individual differences arise within common decision making brain systems is not known. Here, we explored this question in the medial frontal cortex (MFC) of rats performing a sensory-guided choice task. When rats trained on familiar stimuli were exposed to unfamiliar stimuli, choice responses varied significantly across individuals. We examined how variability in MFC neural processing could mediate this individual difference and constructed a network model to replicate this. Our model suggested that susceptibility of neural trajectories is a crucial determinant of the observed choice variability. The model predicted that trial-by-trial variability of trajectories are correlated with the susceptibility, and hence also correlated with the individual difference. This prediction was confirmed by experiment. Thus, our results suggest that variability in neural dynamics in MFC networks underlies individual differences in decision making.
更多
查看译文
关键词
behavioral bias,recurrent network model,reservoir computing,reinforcement learning,eligibility,probabilistic decision making
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要