Surprise! Neural correlates of Pearce-Hall and Rescorla-Wagner coexist within the brain.

@article{Roesch2012SurpriseNC,
  title={Surprise! Neural correlates of Pearce-Hall and Rescorla-Wagner coexist within the brain.},
  author={Matthew R Roesch and Guillem R. Esber and Jian Li and Nathaniel D. Daw and Geoffrey Schoenbaum},
  journal={The European journal of neuroscience},
  year={2012},
  volume={35 7},
  pages={1190-200}
}
Learning theory and computational accounts suggest that learning depends on errors in outcome prediction as well as changes in processing of or attention to events. These divergent ideas are captured by models, such as Rescorla-Wagner (RW) and temporal difference (TD) learning on the one hand, which emphasize errors as directly driving changes in associative strength, vs. models such as Pearce-Hall (PH) and more recent variants on the other hand, which propose that errors promote changes in… CONTINUE READING
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