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Bio-inspired cognitive model of motor learning by imitation
Affiliation:1. School of Biological and Health Systems Engineering, Arizona State University, United States of America;2. Division of Biokinesiology and Physical Therapy, Herman Ostrow School of Dentistry, and Department of Neurology, Keck School of Medicine, University of Southern California, United States of America;1. Nottingham Centre for Multiple Sclerosis and Neuroinflammation, Department of Neurology, Queen''s Medical Centre, Nottingham University Hospitals NHS Trust, UK;2. Division of Clinical Neuroscience, University of Nottingham, UK;3. Department of Neurology, University Hospitals Birmingham NHS Foundation Trust, UK;4. Institute of Immunology and Immunotherapy, University of Birmingham, UK
Abstract:Learning, and even more so by imitation, is an essential Cognitive Functions because it is carried out throughout life and allows us to adapt our behaviors from other beings through observation. In this work, we propose a model, and implementation of the cognitive function of imitation motor learning (IML), based on psychological and neuroscientific evidence. According to the evidence, learning by imitation includes imitation of action and imitation of action over an object sub-processes. The imitation of action consists of the movement of the limbs. The imitation of action over an object consists of the interaction with an object within the environment. We achieve an implementation of the proposed model for IML and endow a virtual entity with it. In order to validate the proposal, we use a case study to analyze the sub-processes performance. From results, we conclude that both imitation of action and imitation of action over an object sub-processes play an essential role in getting the agent to interact with stimuli within the environment.
Keywords:Imitation learning  Cognitive architecture  Motor learning  Brain model  Neuroscience  Virtual creature  00-01  99-00
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