Computational modeling of analogy: Destined ever to only be metaphor?1

The target article by Leech et al. presents a compelling computational theory of analogy-making. However, there is a key difficulty that persists in theoretical treatments of analogy-making, computational and otherwise: namely, the lack of a detailed account of the neurophysiological mechanisms that give rise to analogy behavior. My commentary explores this issue.

[1]  K. Holyoak,et al.  A symbolic-connectionist theory of relational inference and generalization. , 2003, Psychological review.

[2]  Arthur B. Markman,et al.  Discrete thoughts: Why cognition must use discrete representations , 2003 .

[3]  D. Gentner,et al.  The analogical mind : perspectives from cognitive science , 2001 .

[4]  D. Gentner,et al.  Structure mapping in analogy and similarity. , 1997 .

[5]  K. Holyoak,et al.  Mental Leaps: Analogy in Creative Thought , 1994 .

[6]  Jonathan D. Cohen,et al.  Prefrontal cortex and flexible cognitive control: rules without symbols. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[7]  S. Grossberg.  The Link between Brain Learning, Attention, and Consciousness , 1999, Consciousness and Cognition.

[8]  B. Ross.  This is like that: The use of earlier problems and the separation of similarity effects. , 1987 .

[9]  L. R. Novick.  Analogical transfer, problem similarity, and expertise. , 1988, Journal of experimental psychology. Learning, memory, and cognition.

[10]  B. Ross,et al.  Generalizing from the use of earlier examples in problem solving , 1990 .

[11]  G. Elston.  Cortex, cognition and the cell: new insights into the pyramidal neuron and prefrontal function. , 2003, Cerebral cortex.

[12]  H. Barbas.  Connections underlying the synthesis of cognition, memory, and emotion in primate prefrontal cortices , 2000, Brain Research Bulletin.

[13]  Michael J. Spivey,et al.  The Continuity Of Mind , 2008 .

[14]  M. Mesulam,et al.  From sensation to cognition. , 1998, Brain : a journal of neurology.

[15]  Paul Thagard,et al.  Integrating structure and meaning: a distributed model of analogical mapping , 2001 .

[16]  Keiji Tanaka,et al.  Reward Association Affects Neuronal Responses to Visual Stimuli in Macaque TE and Perirhinal Cortices , 2006, The Journal of Neuroscience.

[17]  Keiji Tanaka.  Inferotemporal cortex and higher visual functions , 1992, Current Biology.