scispace - formally typeset
Open AccessJournal ArticleDOI

Medial prefrontal cortex as an action-outcome predictor

William H. Alexander, +1 more
- 01 Oct 2011 - 
- Vol. 14, Iss: 10, pp 1338-1344
TLDR
It is shown that a simple model based on standard learning rules can simulate and unify an unprecedented range of known effects in mPFC, and suggests a new view of the medial prefrontal cortex, as a region concerned with learning and predicting the likely outcomes of actions, whether good or bad.
Abstract
The medial prefrontal cortex (mPFC) and especially anterior cingulate cortex is central to higher cognitive function and many clinical disorders, yet its basic function remains in dispute. Various competing theories of mPFC have treated effects of errors, conflict, error likelihood, volatility and reward, using findings from neuroimaging and neurophysiology in humans and monkeys. No single theory has been able to reconcile and account for the variety of findings. Here we show that a simple model based on standard learning rules can simulate and unify an unprecedented range of known effects in mPFC. The model reinterprets many known effects and suggests a new view of mPFC, as a region concerned with learning and predicting the likely outcomes of actions, whether good or bad. Cognitive control at the neural level is then seen as a result of evaluating the probable and actual outcomes of one's actions.

read more

Citations
More filters
Journal ArticleDOI

Social manipulation of preference in the human brain.

TL;DR: A single social encounter can result in long-lasting preference change, a mechanism that recruits dmPFC and that may reflect the aversive nature of cognitive imbalance.
Journal ArticleDOI

Cognitive control predicts use of model-based reinforcement learning

TL;DR: This work leverages the theoretical framework of cognitive control, demonstrating that individual differences in utilization of goal-related contextual information—in the service of overcoming habitual, stimulus-driven responses—in established cognitive control paradigms predict model-based behavior in a separate, sequential choice task.
Journal ArticleDOI

The role of prefrontal cortex in cognitive control and executive function.

TL;DR: In this paper, a psychometric approach shows unity and diversity in cognitive control constructs, with three components in the most commonly studied constructs: general or common CC and components specific to mental set shifting and working memory updating.
Journal ArticleDOI

Executive control and decision-making in the prefrontal cortex

TL;DR: It is proposed that the PFC comprises two arbitration systems: a peripheral system comprising premotor/caudal PFC regions and orbitofrontal regions involved in the selection of actions based on perceptual cues and reward values, respectively, and embedded in behavioral sets associated with external contingencies inferred as being stable.
Journal ArticleDOI

The Processing of Unexpected Positive Response Outcomes in the Mediofrontal Cortex

TL;DR: The feedback-related negativity of the event-related potential was elicited not only by unexpected negative feedback, but also by unexpected positive feedback, which implies that the mediofrontal cortex is sensitive to the unexpectedness of events in general rather than their valence and by this supports the PRO model.
References
More filters
Journal ArticleDOI

Machine learning

TL;DR: Machine learning addresses many of the same research questions as the fields of statistics, data mining, and psychology, but with differences of emphasis.
Journal ArticleDOI

Technical Note : \cal Q -Learning

TL;DR: This paper presents and proves in detail a convergence theorem forQ-learning based on that outlined in Watkins (1989), showing that Q-learning converges to the optimum action-values with probability 1 so long as all actions are repeatedly sampled in all states and the action- values are represented discretely.
Journal ArticleDOI

Conflict monitoring and cognitive control.

TL;DR: Two computational modeling studies are reported, serving to articulate the conflict monitoring hypothesis and examine its implications, including a feedback loop connecting conflict monitoring to cognitive control, and a number of important behavioral phenomena.
Journal ArticleDOI

Effects of noise letters upon the identification of a target letter in a nonsearch task

TL;DR: In this paper, a 1-sec tachistoscopic exposure, Ss responded with a right or left leverpress to a single target letter from the sets H and K or S and C. The target always appeared directly above the fixation cross.
Journal ArticleDOI

The neural basis of human error processing: Reinforcement learning, dopamine, and the error-related negativity.

TL;DR: This paper presented a unified account of two neural systems concerned with the development and expression of adaptive behaviors: a mesencephalic dopamine system for reinforcement learning and a generic error-processing system associated with the anterior cingulate cortex.
Related Papers (5)