Feedback-Related Negativity and Frontal Midline Theta Reflect Dissociable Processing of Reinforcement
Eric Rawls1, Vladimir Miskovic2, Shannin N Moody3
1Department of Psychological Sciences, University of Arkansas, Fayetteville, AR, United States.
Frontiers in Human Neuroscience
|January 31, 2020
Summary
Prediction errors (PEs) are crucial for reinforcement learning. This study found that the feedback-related negativity (FRN) and frontal midline theta (FMΘ) reflect distinct aspects of reward and aversive processing.
Area of Science:
- Neuroscience
- Cognitive Science
- Psychology
Background:
- Prediction errors (PEs) are vital for reinforcement learning, encoding rewarding and aversive experiences.
- The feedback-related negativity (FRN), an event-related potential (ERP) component, is thought to reflect PE signals.
- Frontal midline theta (FMΘ) activity is also associated with reinforcement processing and unexpected events.
Purpose of the Study:
- To investigate the distinct roles of FRN and FMΘ in processing positive and negative reinforcement.
- To determine if FRN and FMΘ differentially respond to outcome valence and magnitude.
- To clarify the cognitive processes underlying FRN and FMΘ during reinforcement learning.
Main Methods:
- Electroencephalography (EEG) was recorded during a monetary incentive delay (MID) task.
- Participants completed conditions with positive and negative reinforcement, and control conditions.
- Analysis focused on FRN and FMΘ responses to varying feedback levels and conditions.
Main Results:
- FRN was sensitive to errors in both positive and negative reinforcement, but not control conditions.
- FMΘ responded to outcomes in positive reinforcement and control conditions, but not negative reinforcement.
- FRN tracked feedback point levels, while FMΘ did not, suggesting FRN reflects unsigned PEs (salience).
Conclusions:
- FRN and FMΘ index dissociable cognitive processes in reinforcement learning.
- FRN appears to signal unsigned prediction errors or salience.
- FMΘ may reflect sensitivity to negative cues and the need for cognitive control.
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