scholarly journals Interactions between frontal cortex and basal ganglia in working memory: A computational model

2001 ◽  
Vol 1 (2) ◽  
pp. 137-160 ◽  
Author(s):  
M. J. FRANK ◽  
B. LOUGHRY ◽  
R. C. O'REILLY
2006 ◽  
Vol 18 (2) ◽  
pp. 283-328 ◽  
Author(s):  
Randall C. O'Reilly ◽  
Michael J. Frank

The prefrontal cortex has long been thought to subserve both working memory (the holding of information online for processing) and executive functions (deciding how to manipulate working memory and perform processing). Although many computational models of working memory have been developed, the mechanistic basis of executive function remains elusive, often amounting to a homunculus. This article presents an attempt to deconstruct this homunculus through powerful learning mechanisms that allow a computational model of the prefrontal cortex to control both itself and other brain areas in a strategic, task-appropriate manner. These learning mechanisms are based on subcortical structures in the midbrain, basal ganglia, and amygdala, which together form an actor-critic architecture. The critic system learns which prefrontal representations are task relevant and trains the actor, which in turn provides a dynamic gating mechanism for controlling working memory updating. Computationally, the learning mechanism is designed to simultaneously solve the temporal and structural credit assignment problems. The model's performance compares favorably with standard backpropagation-based temporal learning mechanisms on the challenging 1-2-AX working memory task and other benchmark working memory tasks.


2013 ◽  
Vol 120 (2) ◽  
pp. 329-355 ◽  
Author(s):  
Thomas V. Wiecki ◽  
Michael J. Frank

2002 ◽  
Vol 14 (2) ◽  
pp. 298-310 ◽  
Author(s):  
M. Jahanshahi ◽  
J. Rowe ◽  
T. Saleem ◽  
R. G. Brown ◽  
P. Limousin-Dowsey ◽  
...  

The basal ganglia are intimately connected to the frontal cortex via five fronto-striatal circuits. While the role of the frontal cortex in cognition has been extensively studied, the contribution of the basal ganglia to cognition has remained less clear. In Parkinson's disease, posteroventral pallidotomy (PVP) involves surgical lesioning of the internal section of the globus pallidus (GPi, the final output pathway from the basal ganglia) to relieve the motor symptoms of the disorder. PVP in Parkinson's disease provides a unique opportunity to investigate the impact of disruption of striatal outflow to the frontal cortex on cognition. We assessed executive function and working memory after withdrawal of medication in 13 patients with Parkinson's disease before and 3 months after unilateral PVP compared to 12 age-and IQ-matched normals assessed twice with an interval of 3 months. The tests used were: Wisconsin Card Sorting (WCST), Self-Ordered Random Number Sequences, Missing Digit Test, Paced Visual Serial Addition Test (PVSAT), and Visual Conditional Associative Learning Test (VCALT). After PVP, the patients performed significantly better on the Self-Ordered Random Number Sequences and the WCST, an improvement that was also observed in the normals across the two assessment and is therefore likely to reflect practice effects. Relative to the normals, the patients showed significant differential change following PVP on the Missing Digit Test and PVSAT, on which they performed worse after compared to before surgery, while the controls performed better on the second assessment. For the patients, performance on the VCALT also indicated deterioration after PVP, but the changes approached significance. The side of PVP had no effect on the results. The pattern of change observed 3 months after PVP was maintained at 15-month follow-up. The results suggest that striatal outflow to the frontal cortex may be essential for those aspects of executive function that showed deterioration after PVP. &


2009 ◽  
Vol 41 (11) ◽  
pp. 1054-1062 ◽  
Author(s):  
Pudas Sara ◽  
Persson Jonas ◽  
Nilsson L-G ◽  
Nyberg Lars

NeuroImage ◽  
2009 ◽  
Vol 47 ◽  
pp. S115
Author(s):  
R.K. Pierson ◽  
L.J. Beglinger ◽  
V.A. Magnotta ◽  
J. Vaidya ◽  
H. Johnson ◽  
...  

Sign in / Sign up

Export Citation Format

Share Document