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The Optimization of Supply Chain Financing for Bank Green Credit Using Stackelberg Game Theory in Digital Economy Under Internet of Things 物联网下数字经济下基于Stackelberg博弈论的银行绿色信贷供应链融资优化
IF 6.5 3区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-02-24 DOI: 10.4018/joeuc.318474
Hui Zhang, Fengrui Zhang, Bing Gong, Xuanjian Zhang, Yi Zhu
The aim is to improve small and medium-sized enterprises (SMEs)' core competitiveness and financing attainability using deep learning (DL) under economic globalization. Accordingly, this work constructs a supply chain symbiosis system based on DL, economics, and Stackelberg game theory following a status quo analysis of the financing status of SMEs. Afterward, a structural framework of supply chain financing (SCF) is designed. Further, it verifies the effectiveness of the proposed back propagation neural network (BPNN) credit evaluation model through specific enterprise data. The results show that the proposed internet of things (IoT)-based SCF SMEs-oriented BPNN credit evaluation model reaches a prediction accuracy of 91.4%. It effectively eliminates information asymmetry between banks and various capitals. As a result, banks can guarantee operation funds for the supply chain SMEs and help them minimize project risks by lowering financing leverage and through information transparency.
其目的是在经济全球化背景下,利用深度学习(DL)提高中小企业的核心竞争力和融资可达性。因此,本文在分析中小企业融资现状的基础上,基于DL、经济学和Stackelberg博弈论构建了供应链共生系统。然后,设计了供应链融资的结构框架。进一步,通过具体企业数据验证了所提出的反向传播神经网络(BPNN)信用评价模型的有效性。结果表明,提出的基于物联网(IoT)的SCF中小企业面向BPNN信用评价模型预测准确率达到91.4%。它有效地消除了银行与各类资本之间的信息不对称。因此,银行可以通过降低融资杠杆和信息透明,为供应链中小企业的运营资金提供保障,帮助其最大限度地降低项目风险。
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引用次数: 7
Research on the Impact of Loyalty Program Information Transparency on Customer Participation Intention with Digital Information 基于数字信息的忠诚计划信息透明度对顾客参与意愿的影响研究
IF 6.5 3区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-02-16 DOI: 10.4018/joeuc.318403
Biyan Xiao, Yi-Tsen Liu, Guofeng Piao, Qingli Liu
As market competition intensifies, companies recognize the value of attracting customers to participate in activities and loyalty programs (LPs) that encourage repeat purchases and maintain customer loyalty. Literature on LP design explores the positive impact of program structure and rewards on the acquisition of customers. However, research is lacking on the role of LP information transparency on customer participation intention. This study uses 280 college students in China as the survey object to explore the influence of LP information transparency on willingness to participate in such programs. Using experimental design methods, the authors verify whether the type of merchant and channel customers select affect willingness to participate when customers redeem rewards. This study also explains the internal psychological mechanism of information transparency, merchant and channel types, and customer participation intention from the perspective of perceptual psychological distance in construal level theory (CLT) and the elaboration likelihood model (ELM). Both information visibility and accessibility have a positive impact on customer intention to participate in LPs. When a customer redeems a reward from a LP operator, information visibility has a more positive impact on willingness to participate than redeeming a reward from an alliance partner. Moreover, when a customer redeems a reward from online channels, the positive impact of information accessibility on willingness to participate is greater than redeeming from offline channels. Under the influence of multiple psychological distance effects, the synergistic effect of merchant type and channel type is not significant in the relationship between information transparency and willingness to participate in LPs. This article will provide design strategies and management suggestions for retail managers to attract customers to participate in LPs.
随着市场竞争的加剧,公司认识到吸引客户参与鼓励重复购买并保持客户忠诚度的活动和忠诚度计划(LP)的价值。关于LP设计的文献探讨了计划结构和奖励对获得客户的积极影响。然而,关于LP信息透明度对客户参与意愿的作用的研究却很少。本研究以中国280名大学生为调查对象,探讨LP信息透明度对参与此类项目意愿的影响。通过实验设计方法,作者验证了当客户兑换奖励时,商家类型和渠道客户选择是否会影响参与意愿。本研究还从构念水平理论(CLT)和阐述可能性模型(ELM)中的感知心理距离的角度解释了信息透明度、商家和渠道类型以及客户参与意向的内在心理机制。信息可见性和可访问性都对客户参与LP的意愿产生积极影响。当客户从LP运营商那里兑换奖励时,信息可见性对参与意愿的影响比从联盟合作伙伴那里兑换奖励更积极。此外,当客户从在线渠道兑换奖励时,信息可访问性对参与意愿的积极影响大于从线下渠道兑换。在多重心理距离效应的影响下,在信息透明度与参与LP意愿之间的关系中,商家类型和渠道类型的协同效应并不显著。本文将为零售经理提供吸引客户参与LP的设计策略和管理建议。
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引用次数: 0
Propaganda Information of Internet Celebrity Influence: Young Adult Purchase Intention by Big Data Analysis 网红影响力的宣传信息:基于大数据分析的青少年购买意愿
IF 6.5 3区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-02-10 DOI: 10.4018/joeuc.318128
Fei Meng, Shiqi Jiang, Kmena Moses, Jianliang Wei
At present, internet celebrity marketing has become a driving force for the growth of mobile e-commerce; however, it has also become more apparent that the credibility and authenticity of the internet celebrity is directly correlated to the success of the marketing model. Therefore, in order to entice consumers into purchasing products, cooperations and internet celebrities must be deemed trustworthy. In addition, there are several factors that influence the trust between internet celebrities and consumers. To highlight these factors, this paper constructed an internet celebrity marketing model from the perspective of trust and takes internet celebrity features, marketing character, and product factor as three constructs. Furthermore, eight independent variables are defined, and the corresponding items are designed. Through a quite large data survey and analysis, they have three findings: all eight independent variables have significant influence on trust, and internet celebrities' popularity, interactivity, and professionalism are the top three important factors.
目前,网红营销已经成为移动电子商务增长的推动力;然而,越来越明显的是,网红的可信度和真实性与营销模式的成功直接相关。因此,为了吸引消费者购买产品,合作社和网红必须被认为是值得信赖的。此外,有几个因素影响网红和消费者之间的信任。为了突出这些因素,本文从信任的角度构建了网红营销模型,将网红特征、营销特征、产品因素作为三个结构。定义了8个自变量,并设计了相应的项目。通过相当大的数据调查和分析,他们有三个发现:八个自变量都对信任有显著影响,网红的知名度、互动性和专业性是最重要的三个因素。
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引用次数: 1
A Text-Based Competition Network: The Perspective of Information Disclosure 基于文本的竞争网络:信息披露的视角
IF 6.5 3区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-02-03 DOI: 10.4018/joeuc.317138
Wei Wang, Fengzhang Chen, Zewei Long, Fengwen Chen, F. Tsai
This paper utilizes nonfinancial information disclosure to develop a measure of text-based competition network. Using the data of China's listed firms, the authors adopt the textual analysis method to identify a unique group of competitors for the focal firm and construct the text-based competition network. In the whole network, leading firms receive increasing attention from competitors, and they play a vital role for the dynamic changes in the whole market. Moreover, the interactions between the focal firm and competitors in the text-based competition network are shown by some financial indicators. The characteristics of the text-based competition network have a significant impact on the future performance of the focal firm. Finally, economic links in the competition network are discussed by varying the number of competitors, which shows the impact of various competitors on economic similarities. The text-based competition network shows the relative importance of competitors for the focal firm and explains firms' decision-making from the perspective of dynamic competition.
本文利用非财务信息披露,构建了基于文本的竞争网络测度。利用中国上市公司的数据,采用文本分析的方法,为焦点企业识别出独特的竞争对手群体,构建基于文本的竞争网络。在整个网络中,龙头企业越来越受到竞争对手的关注,对整个市场的动态变化起着至关重要的作用。此外,在基于文本的竞争网络中,焦点企业与竞争者之间的相互作用通过一些财务指标来体现。基于文本的竞争网络的特征对焦点企业的未来绩效有显著影响。最后,通过改变竞争对手的数量来讨论竞争网络中的经济联系,这表明了不同的竞争对手对经济相似性的影响。基于文本的竞争网络显示了竞争对手对焦点企业的相对重要性,并从动态竞争的角度解释了企业的决策。
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引用次数: 0
The Signaling Mechanism of Fairness Concern in E-CLSC E-CLSC中公平关注的信号传导机制
IF 6.5 3区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-01-23 DOI: 10.4018/joeuc.317102
Yanhong Qin, Shaojie Wang, Neng Gao, Guirong Liu
The E-CLSC (E-closed-loop supply chain) game model dominated by manufacturer is set, and information value about asymmetry fairness concern of E-platform (E-commerce platform) is calculated for manufacturer, recycler, and E-platform. By signaling model under various signal costs, the authors study the condition for E-platform to transmit real information about fairness concern so as to reduce profit loss for all parties in E-CLSC. The authors prove that E-platform has the motivation to disguise or exaggerate fairness concerns in order to obtain more profit, and manufacturers must try to identify the E-platform's real fairness concern to avoid profit loss. Besides, only when different types of E-platforms need significantly different signaling cost, both of them would like to send real fairness-concern signal, and thus manufacturer can effectively identify E-platform's real information about fairness concern so as to improve recycling rate and optimize the whole E-CLSC operation.
建立了以制造商为主导的E-CLSC (e -闭环供应链)博弈模型,计算了制造商、回收商和电子平台三方对e -平台(电子商务平台)不对称公平关注的信息价值。通过不同信号成本下的信号模型,研究了e -平台传递公平关注真实信息的条件,以减少E-CLSC各方的利益损失。论证了电子平台存在掩盖或夸大公平关切的动机,以获得更多的利润,制造商必须努力识别电子平台真正的公平关切,以避免利润损失。此外,只有当不同类型的e -平台需要显著不同的信号成本时,它们才愿意发出真实的公平关注信号,这样制造商才能有效地识别e -平台关于公平关注的真实信息,从而提高回收率,优化整个E-CLSC的运行。
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引用次数: 0
The Integrated Development of the Manufacturing and Service Industries Facing Human-Computer Interaction Based on Deep Learning 面向人机交互的基于深度学习的制造业与服务业融合发展
IF 6.5 3区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-01-20 DOI: 10.4018/joeuc.316667
F. Zhou
With the rapid development of modern technology and the economy, the global value chain is also constantly evolving, and the links between various industries are becoming closer. With the continuous optimization of the international situation and the support of Chinese policies, the integrated development of manufacturing and service industries is the general trend. This study proposes to use human-computer interaction to conduct in-depth research and analysis of the development relationship, influencing factors, and evolution direction between manufacturing and service industries in the perspective of deep learning. Firstly, based on the current development status of the two industries, the influencing factors of mutual evolution are summarized, including environment, market, technology, and management. Secondly, the computer is used to construct the evolution models of the two major industries. The simulation verification and evolution feature extraction are carried out.
随着现代技术和经济的快速发展,全球价值链也在不断演变,各个行业之间的联系也越来越紧密。随着国际形势的不断优化和中国政策的支持,制造业和服务业融合发展是大势所趋。本研究提出利用人机交互,从深度学习的角度,对制造业与服务业的发展关系、影响因素以及演进方向进行深入研究和分析。首先,根据当前两个行业的发展现状,总结了两个行业相互演变的影响因素,包括环境、市场、技术和管理。其次,利用计算机构建了两大产业的演化模型。进行了仿真验证和进化特征提取。
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引用次数: 2
Research on the Effect of E-Leadership on Employee Innovation Behavior in the Context of "Self" and "Relationship" “自我”与“关系”背景下电子领导对员工创新行为的影响研究
IF 6.5 3区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-01-20 DOI: 10.4018/joeuc.317090
Min Li, Weihao Xiao
The influence of leaders on employees' innovative behavior is a new problem. Based on the relationship culture and digital technology situation in China, with reference to information processing and other theories, this study constructs a double intermediary model of the impact of e-leadership on employee innovation behavior from the perspective of “self” and “relationship,” and introduces employee power distance as the boundary condition. The results show that psychological capital and affective commitment to leadership play a mediating effect between e-leadership and employee innovation behavior, and employee power distance weakens the positive impact of e-leadership on employee innovation behavior through psychological capital and emotional commitment. The research conclusion of this paper provides theoretical basis and practical enlightenment for enterprise leaders to promote employee innovation behavior by improving their e-leadership level and understanding the relationship between themselves and employees.
领导者对员工创新行为的影响是一个新问题。本研究基于中国关系文化和数字技术现状,参考信息加工等理论,从“自我”和“关系”的角度构建了电子领导对员工创新行为影响的双中介模型,并引入员工权力距离作为边界条件。结果表明,心理资本和领导情感承诺在电子领导与员工创新行为之间起中介作用,员工权力距离通过心理资本和情感承诺削弱了电子领导对员工创新行为的正向影响。本文的研究结论为企业领导者通过提高自己的电子领导水平和理解自己与员工的关系来促进员工创新行为提供了理论依据和实践启示。
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引用次数: 1
A Semantic Matching Method of E-Government Information Resources Knowledge Fusion Service Driven by User Decisions 用户决策驱动的电子政务信息资源知识融合服务语义匹配方法
IF 6.5 3区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-01-20 DOI: 10.4018/joeuc.317082
Xinping Huang, Siyuan Zhu, Yue Ren
This study focuses on the knowledge fusion model of e-government information resources that supports user decision-making information needs, it discusses the user decision-making information needs model, the knowledge fusion service model, and the relationship between them. The inter-layer mapping matching mechanism realizes the ultimate value of knowledge fusion. Therefore, this paper analyses and studies the mapping mechanism between the user information demand model and the knowledge fusion service model. A semantic, similarity-based knowledge fusion service matching method for e-government information resources is proposed to address the problem of lack of semantics in traditional web service matching methods. This method uses the ontology description language OWL-S to map information requirement documents of user decisions and knowledge fusion service function documents into an ontology tree structure. The authors then use this as the basis to calculate the concept similarity and relationship similarity measures, and the service matching based on semantic similarity can be realized.
本文重点研究了支持用户决策信息需求的电子政务信息资源知识融合模型,讨论了用户决策信息需求模型、知识融合服务模型以及两者之间的关系。层间映射匹配机制实现了知识融合的终极价值。为此,本文分析和研究了用户信息需求模型与知识融合服务模型之间的映射机制。针对传统web服务匹配方法缺乏语义的问题,提出了一种基于语义、相似度的电子政务信息资源知识融合服务匹配方法。该方法利用本体描述语言OWL-S将用户决策的信息需求文档和知识融合服务功能文档映射成本体树状结构。以此为基础计算概念相似度和关系相似度度量,实现基于语义相似度的服务匹配。
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引用次数: 0
The Enterprise's Willingness to Use Remote Monitoring Technology Under the Background of Green Operation and Service-Oriented Manufacturing 绿色经营和服务型制造背景下企业使用远程监控技术的意愿
IF 6.5 3区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-01-06 DOI: 10.4018/joeuc.316165
Zhe Zhang, Jin Chen
The current development of remote monitoring technology (RMT) has become increasingly mature. The key to implementing this technology lies in the user's willingness to use it. In order to study the influencing factors of using RMT in green operation and service-oriented manufacturing enterprises, based on organizational behavior, this exploration discusses the reasons that affect the introduction of new technologies into enterprises from the perspectives of perceived risk, conformity and technology acceptance. Moreover, a series of data is obtained through the questionnaire and the results are obtained by analyzing the data. Suggestions to improve the use of RMT in enterprises are put forward. The results show that technology itself, external environment and organizational characteristics can all affect the decision-making of enterprises on new technology.
目前远程监控技术(RMT)的发展已经日趋成熟。实现这项技术的关键在于用户是否愿意使用它。为了研究绿色运营和服务型制造企业采用RMT的影响因素,本文以组织行为学为基础,从感知风险、符合性和技术接受度三个方面探讨了影响企业引进新技术的原因。此外,通过问卷调查获得一系列数据,并通过分析数据得出结果。提出了改进企业RMT使用的建议。研究结果表明,技术本身、外部环境和组织特征都会影响企业对新技术的决策。
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引用次数: 0
How to Promote Public Engagement and Enhance Sentiment Through Government Social Media During the COVID-19 Crisis: A Public Value Management Perspective 新冠肺炎危机中如何通过政府社交媒体促进公众参与、提升公众情绪:公共价值管理视角
IF 6.5 3区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-11-01 DOI: 10.4018/joeuc.308819
Lianren Wu, Jinjie Li, J. Qi, Nan Shi, Hongmiao Zhu
In the period of public health crisis, effective and efficient transmission of crisis information to the public through social media is an important support for achieving social stability and orderly online public engagement. From the perspective of public value management, this study systematically investigated how local government agencies in China used social media to promote public engagement and raise public sentiment during the COVID-19 crisis. Using data captured from the “Wuhan Release” Sina Weibo account, the authors studied the factors that influence public engagement, including information sources, language styles, and media types. Further, it explores the influence of the interactive effects of public value with information sources, language styles, and media types on public engagement and public sentiment. The results show that the consistency of government response content and public value promotes public engagement and raises public sentiment. This research provides enlightenment and ideas for cognition, understanding and governance of public opinion in practice.
在公共卫生危机时期,通过社交媒体将危机信息有效、高效地传递给公众,是实现社会稳定和网上公众有序参与的重要支撑。本研究从公共价值管理的视角,系统考察了中国地方政府机构在新冠肺炎危机中如何利用社交媒体促进公众参与、煽动公众情绪。利用从新浪微博“武汉发布”中获取的数据,作者研究了影响公众参与的因素,包括信息来源、语言风格和媒体类型。进一步探讨了公共价值与信息来源、语言风格、媒体类型的互动效应对公众参与和公众情绪的影响。结果表明,政府回应内容与公众价值的一致性促进了公众参与,提升了公众情绪。本研究为实践中对舆论的认知、理解和治理提供了启示和思路。
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引用次数: 3
期刊
Journal of Organizational and End User Computing
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