From creativity to innovation and the role of competition networks: a cancer inspired two-step evolutionary agent-based model

IF 1.7 4区 工程技术 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Afshin Jafari, S. Peyman Shariatpanahi, M. Zolfagharzadeh, Mahsa Abdollahyar, Maryam Sadeghipour
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引用次数: 0

Abstract

ABSTRACT Inspired by the evolutionary dynamics of cancer, an agent-based model for creativity-innovation transition process is proposed. In this analogy, cells are considered as agents (e.g., companies or individual innovators) which are interacting with each other through a competitive interaction network; cancer represents the innovation and the creativity-innovation process is considered to be analogous to the necessary mutations needed within a cell to reach the cancerous state. In this process, agents move from doing business as usual to being creative and then finally innovative. The results show that in an industry with less frequent innovations, innovation emerges faster in structures with local connections. By moving towards more frequent innovations, structures with global and random connections show to be more effective. The outputs provide insights for policy-makers to assess different strategies to facilitate innovativeness for different types of industries. The model also provides a basis to further study the creativity-innovation process.
从创造力到创新和竞争网络的作用:一个癌症启发的基于主体的两步进化模型
摘要受癌症进化动力学的启发,提出了一个基于主体的创新转移过程模型。在这种类比中,细胞被认为是通过竞争性互动网络相互互动的代理人(例如,公司或个人创新者);癌症代表着创新,创新过程被认为类似于细胞内达到癌状态所需的必要突变。在这个过程中,代理商从照常经营转变为富有创造力,然后最终创新。研究结果表明,在创新频率较低的行业中,具有地方联系的结构创新出现得更快。通过更频繁的创新,具有全局和随机连接的结构显示出更有效。这些产出为决策者评估不同战略提供了见解,以促进不同类型行业的创新。该模型也为进一步研究创意创新过程提供了依据。
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来源期刊
Journal of Simulation
Journal of Simulation COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-OPERATIONS RESEARCH & MANAGEMENT SCIENCE
CiteScore
5.70
自引率
16.00%
发文量
42
期刊介绍: Journal of Simulation (JOS) aims to publish both articles and technical notes from researchers and practitioners active in the field of simulation. In JOS, the field of simulation includes the techniques, tools, methods and technologies of the application and the use of discrete-event simulation, agent-based modelling and system dynamics.
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