By Moshe Bar
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Hinton, G. E. & Sejnowski, T. J. 1983 Parallel visual computation. Nature 306, 21–26. 1038/ 306021a0) Barlow, H. B. 1961 Possible principles underlying the transformation of sensory messages. In Sensory communication (ed. W. A. Rosenblith), pp. 217–234. Cambridge, MA: MIT press. Botvinick, M. M. 2007 Multilevel structure in behaviour and in the brain: a model of Fuster’s hierarchy. Phil. Trans. R. Soc. B 362, 1615–1626. 2056) Breakspear, M. & Stam, C. J. 2005 Dynamics of a neural system with a multiscale architecture.
Hinton, G. E. & Sejnowski, T. J. 1983 Parallel visual computation. Nature 306, 21–26. 1038/ 306021a0) Barlow, H. B. 1961 Possible principles underlying the transformation of sensory messages. In Sensory communication (ed. W. A. Rosenblith), pp. 217–234. Cambridge, MA: MIT press. Botvinick, M. M. 2007 Multilevel structure in behaviour and in the brain: a model of Fuster’s hierarchy. Phil. Trans. R. Soc. B 362, 1615–1626. 2056) Breakspear, M. & Stam, C. J. 2005 Dynamics of a neural system with a multiscale architecture.
I) The percept in terms of the predicted sonograms and (ii) the corresponding prediction error (at both the levels); these are the differences between the incoming sensory information and the prediction and the discrepancy between the conditional expectation of the second-level cause and that predicted by the second-level hidden states. (a) The recognition dynamics in the intact bird. (b) The percept and corresponding prediction errors when the connections between the hidden states at the second level and their corresponding causes are removed.