Lan, Tian and Arnold, Michael and Sejnowski, Terrence and Jabri, Marwan (2003) A biologically inspired computational model of the Block Copying Task. [Conference Poster]
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Abstract
We present in this paper a biologically inspired model of the Basal Ganglia which deals with Block Copying as a sequence learning task. By breaking a relatively complex task into simpler operations with well-defined skills, an approach which is termed as a skill-based machine design is used in the device of computational models to complete such tasks. Basal Ganglia are critically involved in sensorimotor control. From the learning aspects, Actor-Critic architectures have been proposed to model the Basal Ganglia and Temporal difference has been proposed as a learning algorithm. The model is implemented and simulation results are presented to show the capability of our model to successfully complete the task.
Item Type: | Conference Poster |
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Keywords: | block copying task, basal ganglia model, actor-critic architecture, temporal difference learning |
Subjects: | Computer Science > Machine Learning Computer Science > Neural Nets |
ID Code: | 3350 |
Deposited By: | Prince, Dr Christopher G. |
Deposited On: | 12 Feb 2004 |
Last Modified: | 11 Mar 2011 08:55 |
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