Neurogammon wins Computer Olympiad
Gerald Tesauro
TESAURO at ibm.com
Tue Oct 3 13:26:58 EDT 1989
Neurogammon 1.0 is a backgammon program which uses multi-layer
neural networks to make move decisions and doubling cube decisions.
The networks were trained by back-propagation on large expert
data sets. Neurogammon competed at the recently-held First
Computer Olympiad in London, and won the backgammon competition
with a perfect record of 5 wins and no losses. This is a victory
not only for neural networks, but for the entire machine learning
community, as it is apparently the first time in the history of
computer games that a learning program has ever won a tournament.
A short paper describing Neurogammon and the Olympiad results will
appear in the next issue of Neural Computation. (This was inadver-
tently omitted from Terry Sejnowski's recent announcement of the
contents of the issue.) The paper may also be obtained on-line in
plain text format by sending e-mail to TESAURO at ibm.com.
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