Computational complexity analysis can help, but first we need a theory

Behavioral and Brain Sciences 31 (4):399-400 (2008)
Leech et al. present a connectionist algorithm as a model of (the development) of analogizing, but they do not specify the algorithm's associated computational-level theory, nor its computational complexity. We argue that doing so may be essential for connectionist cognitive models to have full explanatory power and transparency, as well as for assessing their scalability to real-world input domains
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John K. Tsotsos (1990). Analyzing Vision at the Complexity Level. Behavioral and Brain Sciences 13 (3):423-445.

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