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A Neural Correlate of Reward-Based Behavioral Learning in Caudate Nucleus: A Functional Magnetic Resonance Imaging Study of a Stochastic Decision Task

Masahiko Haruno, Tomoe Kuroda, Kenji Doya, Keisuke Toyama, Minoru Kimura, Kazuyuki Samejima, Hiroshi Imamizu and Mitsuo Kawato
Journal of Neuroscience 18 February 2004, 24 (7) 1660-1665; DOI: https://doi.org/10.1523/JNEUROSCI.3417-03.2004
Masahiko Haruno
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Tomoe Kuroda
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Kenji Doya
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Keisuke Toyama
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Minoru Kimura
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Kazuyuki Samejima
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Hiroshi Imamizu
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Mitsuo Kawato
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Abstract

Humans can acquire appropriate behaviors that maximize rewards on a trial-and-error basis. Recent electrophysiological and imaging studies have demonstrated that neural activity in the midbrain and ventral striatum encodes the error of reward prediction. However, it is yet to be examined whether the striatum is the main locus of reward-based behavioral learning. To address this, we conducted functional magnetic resonance imaging (fMRI) of a stochastic decision task involving monetary rewards, in which subjects had to learn behaviors involving different task difficulties that were controlled by probability. We performed a correlation analysis of fMRI data by using the explanatory variables derived from subject behaviors. We found that activity in the caudate nucleus was correlated with short-term reward and, furthermore, paralleled the magnitude of a subject's behavioral change during learning. In addition, we confirmed that this parallelism between learning and activity in the caudate nucleus is robustly maintained even when we vary task difficulty by controlling the probability. These findings suggest that the caudate nucleus is one of the main loci for reward-based behavioral learning.

  • basal ganglia
  • imaging
  • learning
  • motivation
  • reinforcement
  • reward
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The Journal of Neuroscience: 24 (7)
Journal of Neuroscience
Vol. 24, Issue 7
18 Feb 2004
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A Neural Correlate of Reward-Based Behavioral Learning in Caudate Nucleus: A Functional Magnetic Resonance Imaging Study of a Stochastic Decision Task
Masahiko Haruno, Tomoe Kuroda, Kenji Doya, Keisuke Toyama, Minoru Kimura, Kazuyuki Samejima, Hiroshi Imamizu, Mitsuo Kawato
Journal of Neuroscience 18 February 2004, 24 (7) 1660-1665; DOI: 10.1523/JNEUROSCI.3417-03.2004

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A Neural Correlate of Reward-Based Behavioral Learning in Caudate Nucleus: A Functional Magnetic Resonance Imaging Study of a Stochastic Decision Task
Masahiko Haruno, Tomoe Kuroda, Kenji Doya, Keisuke Toyama, Minoru Kimura, Kazuyuki Samejima, Hiroshi Imamizu, Mitsuo Kawato
Journal of Neuroscience 18 February 2004, 24 (7) 1660-1665; DOI: 10.1523/JNEUROSCI.3417-03.2004
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