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

A Spiking Neural Integrator Model of the Adaptive Control of Action by the Medial Prefrontal Cortex

TL;DR: A spiking neural network is constructed that performs a reaction-time task by following either a cue-response or timing strategy, and it is shown that it performs the task with similar reaction times as experimental subjects while maintaining the same spiking dynamics as the experimentally recorded mPFC.
Journal ArticleDOI

A perspective on neural and cognitive mechanisms of error commission

TL;DR: An integrative review of neuro-cognitive models that detail the determinants of the occurrence of response errors shows that the likelihood of committing an error is not stable over time but rather changes depending on the interplay of different functional neuro-anatomical and neuro-biological systems.
Journal ArticleDOI

Neural correlates of rules and conflict in medial prefrontal cortex during decision and feedback epochs

TL;DR: It is demonstrated that activity of single neurons in rat mPFC represent distinct rules, and activity in both populations increased and decreased firing during the outcome epoch when reward was and was not delivered on correct and incorrect trials, respectively.
Journal ArticleDOI

Temporal prediction errors modulate cingulate–insular coupling

TL;DR: A dynamic causal model of effective connectivity between the aMCC, the aINS, and the striatum in which the task context drives activity in the a INS and the temporal prediction errors modulate extrinsic cingulate-insular connections is proposed.
Journal ArticleDOI

Hedonic Hotspots Regulate Cingulate-driven Adaptation to Cognitive Demands

TL;DR: Functional magnetic resonance imaging observations reveal how MCC-VS and VP-ACC interactions are involved in the detection and hedonic modulation of behavioral adaptations to cognitive demands, which supports behavioral flexibility.
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)