Random or preferential? Evolutionary mechanism of user behavior in co-creation community

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2022-04-05 DOI:10.1007/s10588-021-09357-6
Fanshun Zhang, Congdong Li, Cejun Cao, Zhiwei Zhang
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引用次数: 1

Abstract

The objective of this paper is to examine the evolutionary mechanism regarding how a co-creation community network evolves as the growth of user interaction, which differs from the existing studies concentrating on the explanation of the forward problems of information management systems (e.g. motivational identification of user participation and examination of users’ outcomes). To achieve this objective, network generation model is formulated as nodes of users, ties of user’s interactions, random process, and preferential attachment. Then, real networks formulated by practice and artificial networks generated by the proposed model are compared by cumulative degree distribution, so as to validate the feasibility of the proposed model and to explain user behavior from the perspective of link formulation. Results indicate that: (i) new users account for main contributions for the development of co-creation community; (ii) new users prefer to interact high-influence all the time, while old users interchangeably choose preferential attachment or random linking in different time periods, (iii) the initial number of users, the probability for choosing preferential attachment or random attachment has a great influence on the properties of a user interactive network.

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随机还是优先?共同创造社区中用户行为的演化机制
本文的目的是研究共同创造社区网络如何随着用户交互的增长而演变的进化机制,这与现有研究集中于解释信息管理系统的前向问题(例如用户参与的动机识别和用户结果的检查)不同。为实现这一目标,将网络生成模型表述为用户节点、用户交互纽带、随机过程和优先依恋。然后,通过累积度分布对实践制定的真实网络和本文模型生成的人工网络进行比较,验证本文模型的可行性,并从链接制定的角度解释用户行为。结果表明:(1)新用户是共同创造社区发展的主要贡献者;(ii)新用户始终倾向于高影响力互动,而老用户在不同时间段交替选择优先链接或随机链接;(iii)初始用户数量、选择优先链接或随机链接的概率对用户互动网络的性质有很大影响。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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