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Dayan, Peter
Peter Dayan
Peter Dayan
is a British
neuroscientist
and
computer scientist
who is director at the
Max Planck Institute for Biological Cybernetics
in
Tübingen
, Germany, along with
Ivan De Araujo
. He is co-author of ''Theoretical Neuroscience'', an influential textbook on
computational neuroscience
. He is known for applying
Bayesian method
s from
machine learning
and
artificial intelligence
to understand neural function and is particularly recognized for relating
neurotransmitter
levels to prediction errors and Bayesian uncertainties. He has pioneered the field of
reinforcement learning
(RL) where he and his colleagues proposed that dopamine signals reward prediction error and helped develop the
Q-learning
algorithm, and he made contributions to
unsupervised learning
, including the
wake-sleep algorithm
for
neural network
s and the
Helmholtz machine
.
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Theoretical neuroscience computational and mathematical modeling of neural systems
by
Dayan, Peter
Published 2001
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Related Subjects
Redes neurales (Neurobiología)
simulación (Informática)