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Article #9194This WED 1/12/98 TACART: Schaal on Robot Learning
From: L. Andrew Campbell
Date: Tue, 20 Jan 1998 00:00
Date: Tue, 20 Jan 1998 00:00
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3885 bytes
Los Angeles (LA) Association for Computing Machinery (ACM)
Technical Activity Committee on Artificial Intelligence (TACART)
TACART
TOPIC: Robot Learning: The Next Generation
SPEAKER: Prof. Stefan Schaal, USC
DATE: 21 January 1997 (Wednesday night)
TIME: The talk will begin at 7:30.
PLACE: Loyola Marymount University, Pereira Hall.
LMU is located at Loyola Blvd. and 80th Street in
Westchester. From the 405, take the Manchester exit
and proceed west to Loyola Blvd. Turn north, and
continue until you enter the LMU campus. Ask the
guard for directions to Pereira Hall. Parking is free.
ABSTRACT: The next generation of successful robots will be very
different from those of today. Robots must learn
continuously from their experiences, quickly react
to a changing environment, and handle multiple
tasks. In order to achieve these goals, a new
approach to robotics is required: we need to program
robots in the same way we "program" humans. When
humans learn a task, they observe the task by
somebody else, learn continuously through trial and
error, and are instructed about what is important
and what is incorrect. Thus, robots have to learn,
have to be taught, and have to be permitted to fail
in a similar way.
This talk will focus on three critical ingredients for
this new pproach: neural network learning algorithms for
continual incremental learning, nonlinear dynamic systems
for finding good planning and execution primitives, and
learning from demonstration. Videotape illustrations will
show how results from our research have enabled a complex
anthropomorphic robot arm to efficiently learn several
manipulation tasks both autonomously and from a teacher.
BIOGRAPHY: Stefan Schaal is an Assistant Professor at the Dept.
of Computer Science and the Neuroscience Program at
USC. He holds additional appointments as Head of the
Computational Learning Group of the Kawato Dynamic
Brain Project (ERATO/JST) and at the Kinesiology
Dept. at Penn State. Before joining USC, Dr. Schaal
was a postdoctoral fellow at MIT, held a position
in Japan as Invited Researcher, and was an Adjunct
Assistant Professor at the Georgia Tech.
DINNER: No dinner is planned. No social activities are planned.
NEWSGROUPS: Announced in comp.ai, la.seminars, ca.seminars.
HOMEPAGE: http://server.eng.lmu.edu/tacart/tacart.html
CONTACTS: L. Andrew Campbell campbell@aero.org (310) 336-8642 or
Program Chair Barney Toma tomab@ecn.com (310) 323-8451.
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| L. Andrew Campbell internet: campbell@aero.org |
| M1-102 PO Box 92957 organization: The Aerospace Corp. |
| Los Angeles CA 90009 telephone: (310) 336-8642 |
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X-Google-Language: ENGLISH,ASCII-7-bit X-Google-Thread: 10e37c,91e6fd3a71fdf634,start X-Google-Attributes: gid10e37c,public X-Google-Thread: 109296,91e6fd3a71fdf634,start X-Google-Attributes: gid109296,public X-Google-Thread: 10461e,91e6fd3a71fdf634,start X-Google-Attributes: gid10461e,public From: campbell@amanuensis.aero.org (L. Andrew Campbell) Subject: This WED 1/12/98 TACART: Schaal on Robot Learning Date: 1998/01/20 Message-ID: <6a2oeo$mbq@news.aero.org> X-Deja-AN: 317789857 Distribution: ca Organization: The Aerospace Corporation Newsgroups: comp.ai,ca.seminars,la.seminars