An entropy modulation theory of creative exploration.

IF 5.1 1区 心理学 Q1 PSYCHOLOGY Psychological review Pub Date : 2024-09-19 DOI:10.1037/rev0000511
Thomas T Hills, Yoed N Kenett
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Abstract

Compared to individuals who are rated as less creative, higher creative individuals tend to produce ideas more quickly and with more novelty-what we call faster-and-further phenomenology. This has traditionally been explained either as supporting an associative theory-based on differences in the structure of cognitive representations-or as supporting an executive theory-based on the principle that higher creative individuals utilize cognitive control to navigate their cognitive representations differently. Though extensive research demonstrates evidence of differences in semantic structure, structural explanations are limited in their ability to formally explain faster-and-further phenomenology. At the same time, executive abilities also correlate with creativity, but formal process models explaining how they contribute to faster-and-further phenomenology are lacking. Here, we introduce entropy modulation theory which integrates structure and process-based creativity accounts. Relying on a broad set of evidence, entropy modulation theory assumes that the difference between lower and higher creative individuals lies in the executive modulation of entropy during cognitive search (e.g., memory retrieval). With retrieval targets racing to reach an activation threshold, activation magnitude and variance both independently enhance the entropy of target retrieval and increase retrieval speed, reproducing the faster-and-further phenomenology. Thus, apparent differences in semantic structure can be produced via an entropy modulating retrieval process, which tunes cognitive entropy to mediate cognitive flexibility and the exploration-exploitation trade-off. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

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创造性探索的熵调节理论
与那些被评为创造力较低的人相比,创造力较高的人往往能更快地产生想法,并具有更多新颖性--我们称之为 "更快更远现象学"。这种现象传统上被解释为支持联想理论(基于认知表征结构的差异),或者支持执行理论(基于较高创造力个体利用认知控制以不同方式浏览认知表征的原理)。虽然大量研究证明了语义结构的差异,但结构解释在正式解释更快更远现象方面能力有限。同时,执行能力也与创造力相关,但却缺乏正式的过程模型来解释执行能力如何促进更快更远现象。在此,我们提出了熵调节理论,该理论整合了基于结构和过程的创造力论述。根据一系列广泛的证据,熵调节理论认为,创造力较低和较高的个体之间的差异在于认知搜索(如记忆检索)过程中对熵的执行调节。在检索目标竞相达到激活阈值的情况下,激活幅度和方差都会独立地增强目标检索的熵,并提高检索速度,从而再现 "越快越好 "的现象。因此,语义结构的明显差异可以通过熵调节检索过程来产生,而熵调节认知熵则是认知灵活性和探索-开发权衡的中介。(PsycInfo Database Record (c) 2024 APA, 版权所有)。
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来源期刊
Psychological review
Psychological review 医学-心理学
CiteScore
9.70
自引率
5.60%
发文量
97
期刊介绍: Psychological Review publishes articles that make important theoretical contributions to any area of scientific psychology, including systematic evaluation of alternative theories.
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