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Towards a self-organizing pre-symbolic neural model representing sensorimotor primitives ...
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Sensorimotor Input as a Language Generalisation Tool: A Neurorobotics Model for Generation and Generalisation of Noun-Verb Combinations with Sensorimotor Inputs ...
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Toward a self-organizing pre-symbolic neural model representing sensorimotor primitives
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Toward a self-organizing pre-symbolic neural model representing sensorimotor primitives
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Abstract:
The acquisition of symbolic and linguistic representations of sensorimotor behavior is a cognitive process performed by an agent when it is executing and/or observing own and others' actions. According to Piaget's theory of cognitive development, these representations develop during the sensorimotor stage and the pre-operational stage. We propose a model that relates the conceptualization of the higher-level information from visual stimuli to the development of ventral/dorsal visual streams. This model employs neural network architecture incorporating a predictive sensory module based on an RNNPB (Recurrent Neural Network with Parametric Biases) and a horizontal product model. We exemplify this model through a robot passively observing an object to learn its features and movements. During the learning process of observing sensorimotor primitives, i.e., observing a set of trajectories of arm movements and its oriented object features, the pre-symbolic representation is self-organized in the parametric units. These representational units act as bifurcation parameters, guiding the robot to recognize and predict various learned sensorimotor primitives. The pre-symbolic representation also accounts for the learning of sensorimotor primitives in a latent learning context.
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Keyword:
Neuroscience
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URL: https://doi.org/10.3389/fnbeh.2014.00022 http://www.ncbi.nlm.nih.gov/pubmed/24550798 http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3912404
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