The AHA! Experience: Creativity Through Emergent Binding in Neural Networks

The AHA! Experience: Creativity Through Emergent Binding in Neural Networks
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啊哈!

DOI:
10.1111/j.1551-6709.2010.01142.x
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发表时间:
2011
期刊:
影响因子:
2.5
通讯作者:
T. Stewart
T. Stewart
中科院分区:
心理学3区
文献类型:
--
作者:
Paul Thagard;T. Stewart

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各种创造力都是心理表征组合的结果。本文提供了一个计算解释,说明如何通过将神经模式组合成潜在新颖且有用的模式来产生创造性思维。我们捍卫这样的假设,即这种组合产生于通过卷积过程将神经活动结合在一起的机制,卷积是一种交织结构的数学运算。我们描述了计算机模拟,展示了使用卷积产生神经活动的紧急模式的可行性,这些模式可以支持人类创造力的认知和情感过程。
Many kinds of creativity result from combination of mental representations. This paper provides a computational account of how creative thinking can arise from combining neural patterns into ones that are potentially novel and useful. We defend the hypothesis that such combinations arise from mechanisms that bind together neural activity by a process of convolution, a mathematical operation that interweaves structures. We describe computer simulations that show the feasibility of using convolution to produce emergent patterns of neural activity that can support cognitive and emotional processes underlying human creativity.
DOI: 10.1152/jn.1985.54.4.782
发表时间: 1985-01-01
影响因子: 2.5
作者:
MCCORMICK, DA;CONNORS, BW;PRINCE, DA
通讯作者: PRINCE, DA
DOI: 10.1007/bfb0055923
发表时间: 1998
期刊: --
影响因子: --
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通讯作者: Moshe Sipper