Title :
Automatic language acquisition by an autonomous robot
Author :
Levinson, Stephen ; Zhu, Weiyu ; Li, Danfeng ; Squire, Kevin ; Lin, Ruei-Sung ; Kleffner, Matthew ; McClain, Matthew ; Lee, Johnny
Author_Institution :
Dept. of Electr. & Comput. Eng., Illinois Univ., Urbana, IL, USA
Abstract :
There is no such thing as a disembodied mind. We posit that cognitive development can only occur through interaction with the physical world. To this end, we are developing a robotic platform for the purpose of studying cognition. We suggest that the central component of cognition is a memory which is primarily associative, one where learning occurs as the correlation of events from diverse inputs. We also posit that human-like cognition requires a well-integrated sensory-motor system, to provide these diverse inputs. As implemented in our robot, this system includes binaural hearing, stereo vision, tactile sense, and basic proprioceptive control. On top of these abilities, we are implementing and studying various models of processing, learning and decision making. Our goal is to produce a robot that will learn to carry out simple tasks in response to natural language requests. The robot´s understanding of language will be learned concurrently with its other cognitive abilities. We have already developed a robust system and conducted a number or experiments on the way to this goal, some details of which appear in this paper. This is a first progress report of what we believe will be a long term project with significant implications.
Keywords :
cognition; cognitive systems; decision making; learning (artificial intelligence); robot vision; tactile sensors; associative memory; automatic language acquisition; autonomous robot; binaural hearing; cognitive development; decision making; human-like cognition; learning; natural language requests; proprioceptive control; sensory-motor system; stereo vision; tactile sense; Auditory system; Cognition; Cognitive robotics; Control systems; Decision making; Natural languages; Robot sensing systems; Robot vision systems; Robotics and automation; Stereo vision;
Conference_Titel :
Neural Networks, 2003. Proceedings of the International Joint Conference on
Print_ISBN :
0-7803-7898-9
DOI :
10.1109/IJCNN.2003.1223997