Submitted by on Nov 12 2015 } Suggest Revision
By: Rüdiger Dillmann, G. Metta, T. Asfour, A. Ude, J. Piater
From: Karlsruhe Institute of Technology
Resource Type:
GNU General Public License version 3.0 (GPLv3)
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ROBOTS BOOTSTRAPPED THROUGH LEARNING FROM EXPERIENCE..The Xperience project will address this problem by structural bootstrapping, an idea taken from child language acquisition research. Structural bootstrapping is a method of building generative models, leveraging existing experience to predict unexplored action effects and to focus the hypothesis space for learning novel concepts. This developmental approach enables rapid generalization and acquisition of new knowledge and skills from little additional training data. Moreover, thanks to shared concepts, structural bootstrapping enables enactive agents to communicate effectively with each other and with humans. Structural bootstrapping can be employed at all levels of cognitive development (e.g. sensorimotor, planning, communication).
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