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They will rely less on bottom-up big data and more on top-down reasoning that more closely resembles the way humans approach problems and tasks.
Mayo (1996, 214 250) is an attempt to construe Perrin's argument as involving bottom-up rather than top-down reasoning.
Early research into computer vision, considering these networks as being unfathomably complex, took a different approach: "top-down" reasoning — a book looks like /this/, so watch for /this/ pattern, unless it's on its side, in which case it looks more like /this/.
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The top-down cognitive reasoning strategy operates in an adaptive fashion on a belief distribution.
This top-down approach indicates deductive reasoning.
The lack of correlations between the emotional subscales of the IRI and DLPFC glutamate concentrations in the present study did not meet our expectation of DLPFC glutamate to affect top-down control in empathic reasoning.
But I was unaware of the polarizing crystals and the reasoning behind top-down refreshes.
Further work is necessary to test whether selectively attending to relational structures is critical for both first-order (e.g., comparing one pair of bars) and higher-order comparisons in graphs (e.g., comparing two pairs of bars), and whether increased top-down control can improve conceptual reasoning about graphs.
The gist reasoning training involved top-down cognitive control of complex information that is maintained, manipulated and synthesized into abstracted meanings (Anand et al. 2011).
The vogue for it is tied into a techno-hippy line of reasoning that favours evolution ("bottom-up") over design ("top-down").
Syrianus' explanation of mathematical reasoning approaches the problem from a (typically Platonic) top-down perspective.
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