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2023年02月25日 17篇

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Resistance to blockchain adoption in the foodservice industry: moderating roles of public pressures and climate change awareness

【Author】 Jang, Ha-Won Yoo, Joanne Jung-Eun Cho, Meehee

【影响因子】9.321

【主题类别】

区块链应用-实体经济-食品领域

【Abstract】PurposeBlockchain technology has created possibilities for environmental supply chain sustainability and climate protection. However, because of its early development stage, users tend to resist the adoption of this new technology. The purpose of this study is to investigate the effects of resistance on blockchain adoption intentions in the context of the foodservice industry. This study further explores if public pressures and climate change awareness could possibly weaken the negative relationships between blockchain resistance and adoption intentions. Design/methodology/approachData were collected from managers and full-time employees in the foodservice industry, using an online research panel survey. A structural equation model was developed and tested to examine the hypothesized relationships. Additionally, a multi-group analysis was performed to test the moderating roles of public pressures and climate change awareness. FindingsThe findings from this study confirmed that foodservice employees' characteristics, including traditional barriers, and blockchain technology factors, like perceived risk, are both significant in forming resistance to blockchain. This study also demonstrated the significant roles of internal and external stakeholders in weakening the negative associations between blockchain resistance and adoption intentions. Research limitations/implicationsThis study recommends that foodservice companies address how to reduce their employees' negative perceptions about changes imposed by blockchain adoption. This study also suggests the joint consideration of the pressures from internal and external stakeholders to provide continued insights into developing environmental practices for the foodservice industry. Originality/valueThis study extends the theoretical underpinning of the innovation resistance theory by incorporating the stakeholder theory as a strong foundation for understanding how external pressures and internal awareness may influence foodservice employees' responses to the implementation of blockchain technology to mitigate climate change.

你可以尝试使用大模型来生成摘要 立即生成

【Keywords】Blockchain technology; Climate change; Innovation resistance; Adoption intentions; Stakeholder theory; Foodservice industry

【发表时间】

【收录时间】2023-02-25

【文献类型】 实证数据

【DOI】 10.1108/IJCHM-09-2022-1127

Leveraging Blockchain for sustainability and supply chain resilience in e-commerce channels for additive manufacturing: A cognitive analytics management framework-based assessment

【Author】 Shukla, Shekhar Shyam, K. C.

【影响因子】7.180

【主题类别】

区块链应用-实体经济-其他

区块链应用-实体经济-电商领域

【Abstract】E-commerce channels for additive manufacturing (ECAM) is an interface of democratizing manufacturing for large scale customized and flexible production. ECAM facilitates exchange of goods, services and information between key stakeholders viz. users, designers, additive manufacturer and customers. However, these systems are prone to threats viz. identity issues, currency exchange, innovation and ideation theft etc. Thus, a trusted technology is required to operationalize ECAM. Extant research suggests that Blockchain renders trust, sus-tainability and Supply Chain Resilience (SCRes) to host systems. However, leveraging Blockchain for a sus-tainable and SCRes ECAM has been negligible in the extant research. We use a Cognitive Analytics Management framework to assess the role of Blockchain in enhancing SCRes and Sustainability in ECAM. Value-Focussed Thinking is used in the Cognitive dimension to converge Blockchain Attributes with dimensions of SCRes and Sustainability. Fuzzy Cognitive Maps in Analytics dimension quantifies the impact of Blockchain adoption in ECAM. The practical contributions of this work are 1) encompassing stakeholder cognition for a sustainable and SCRes ECAM using blockchain 2) insights into design, coherence and integration aspects of blockchain for ECAM 3) a demonstration of a holistic and robust approach for optimal and shared value creation for stakeholders.

你可以尝试使用大模型来生成摘要 立即生成

【Keywords】E-commerce channels for additive; commerce and additive manufacturing; Technology assessment framework for; disruption and optimal value creation; Supply Chain Resilience (SCRes) &; response along with balanced social economic; and environmental premises; business and design considerations for; blockchain technology adoption in a SCRes and; sustainable ECAM; analysis approach for stakeholder interaction; and objective generation; approach for Scenario analysis for explorative; and evaluative assessment

【发表时间】2023

【收录时间】2023-02-25

【文献类型】 观点阐述

【DOI】 10.1016/j.cie.2023.108995

Blockchain-driven win-win strategy of economy and environment in the asymmetric competitive supply chain

【Author】 Liu, Jiaguo Zhao, Huida Chen, Jihong

【影响因子】7.180

【主题类别】

区块链应用-实体经济-供应链

【Abstract】In reality, it is difficult for some consumers to distinguish the attributes of green products according to the shopping experience or social trust. The blockchain has a transparent technical feature, which helps to enhance the shopping experience of consumers and identify the accurate attributes of product. In order to explore the condition of technical application, this study constructs the game-theoretical model to analyze the technical condition from the aspects of firms' profit, environmental benefit, and market effect, including two competitive manufacturers and a retailer. Moreover, this paper also investigates the equilibrium condition of government subsidy, consumer trust, and competition intensity, respectively. The main results are as follows. On the one hand, this paper finds the equilibrium condition based on specific conditions among firms. On the other hand, the study shows the equilibrium strategy with market effect, which has a feature of "four-high", including the high price, high quantity, high profit, and high environmental benefit. Based on these results, the paper discusses some managerial implications to guide blockchain technology and green technology of firms. The contribution of this study is the combinative analysis of blockchain technology transparency and the equilibrium strategy for the competitive manufacturers, which reveals the value of transparency and the value of blockchain service.

你可以尝试使用大模型来生成摘要 立即生成

【Keywords】Blockchain; Asymmetric competition; Market trust; Government subsidy; Consensus strategy; Game theory

【发表时间】2023

【收录时间】2023-02-25

【文献类型】 理论模型

【DOI】 10.1016/j.cie.2023.108978

The impact of the COVID-19 pandemic on travel cryptocurrency and stock market performances: an event-study approach

【Author】 Kim, Hwang

【影响因子】5.576

【主题类别】

区块链治理-市场治理-数字货币

【Abstract】PurposeThis paper aims to evaluate the impact of the COVID-19 pandemic on the performance of travel cryptocurrency and stock markets over a long period during the pandemic. Design/methodology/approachA generalized autoregressive conditional heteroskedasticity model was developed for 6 travel cryptocurrencies and the top 10 hotel, 7 airline and 26 restaurant stocks listed on the NASDAQ stock exchange. An event-study approach was applied to the emergence of the novel coronavirus and its variant, Omicron. Additionally, abnormal returns of the respective assets in response to such events were estimated. FindingsResults indicated that the travel cryptocurrency market did not respond to the early stage of the pandemic, but NASDAQ hotel, restaurant and airline stocks revealed abnormal negative returns when the pandemic manifested in the USA. Upon the official US declaration of a pandemic, both cryptocurrencies and tourism stocks showed abnormal negative returns, but these were considerably greater among stocks than cryptocurrencies. Conversely, in response to the Omicron variant, only hotel, restaurant and airline stocks showed abnormal negative returns. Practical implicationsThese results imply that travel cryptocurrencies are a financial instrument independent of hotel, restaurant or airline stocks. Thus, adopting travel cryptocurrencies may help investors and businesses diversify risk during long-duration crises such as COVID-19. Originality/valueTo the best of the author's knowledge, this paper is the first empirical study to investigate the impact of the COVID-19 pandemic on the recently emerging travel cryptocurrency market using an event-study approach to investigate how it differs from tourism stock performances.

你可以尝试使用大模型来生成摘要 立即生成

【Keywords】Airline stocks; COVID-19; Event study; Hotel stocks; Restaurant stocks; Time series analysis; Travel token; ??; COVID-19; ????; ??; ??; ??????; ????

【发表时间】

【收录时间】2023-02-25

【文献类型】 实证数据

【DOI】 10.1108/JHTT-02-2022-0053

A critical analysis of the integration of blockchain and artificial intelligence for supply chain

【Author】 Charles, Vincent Emrouznejad, Ali Gherman, Tatiana

【影响因子】4.820

【主题类别】

区块链应用-实体经济-供应链

【Abstract】The integration between blockchain and artificial intelligence (AI) has gained a lot of attention in recent years, especially since such integration can improve security, efficiency, and productivity of applications in business environments characterised by volatility, uncertainty, complexity, and ambiguity. In particular, supply chain is one of the areas that have been shown to benefit tremendously from blockchain and AI, by enhancing information and process resilience, enabling faster and more cost-efficient delivery of products, and augmenting products' traceability, among others. This paper performs a state-of-the-art review of blockchain and AI in the field of supply chains. More specifically, we sought to answer the following three principal questions: Q1-What are the current studies on the integration of blockchain and AI in supply chain?, Q2-What are the current blockchain and AI use cases in supply chain?, and Q3-What are the potential research directions for future studies involving the integration of blockchain and AI? The analysis performed in this paper has identified relevant research studies that have contributed both conceptually and empirically to the expansion and accumulation of intellectual wealth in the supply chain discipline through the integration of blockchain and AI.

你可以尝试使用大模型来生成摘要 立即生成

【Keywords】Blockchain; Artificial intelligence; Supply chain; Systematic literature review; Bibliometric review; Thematic analysis

【发表时间】

【收录时间】2023-02-25

【文献类型】 综述

【DOI】 10.1007/s10479-023-05169-w

Platform-leading blockchain adoption for traceability under upstream competition

【Author】 Wu, Jianghua Wang, Xin

【影响因子】4.820

【主题类别】

区块链应用-实体经济-电商领域

【Abstract】Customers are facing quality uncertainty when purchasing though ecommerce platforms, which may hinder their purchase intention. The platform can use the traceability of blockchain technology to alleviate consumers' doubts. We construct a game theoretical model to investigate the issue of platform-leading blockchain adoption in a supply chain where heterogenous suppliers sell products through the platform. There are different selling modes depending on whether the platform cooperates with suppliers as a marketplace (agency contract) or a reseller (reselling contract) or both (hybrid contracts). We find that blockchain would be adopted to improve the efficiency of the supply chain when suppliers have enough capabilities to provide high-quality product regardless of selling modes. Furthermore, the platform's leadership in adopting blockchain benefits the entire supply chain. It stimulates the platform to provide subsidies for the capable suppliers to solve the incentive mismatch between suppliers and himself. We also make the comparison of blockchain adoption in different selling modes. In particular, we find that the platform is most likely to adopt blockchain when the supplier with higher quality management capability uses the agency contract and another supplier uses the reselling contract. If the suppliers use the same contract, the supply chain usually accepts a higher cost under the pure agency contract, however, it may not be true when the commission rate is very low and the upstream competition is relatively fierce.

你可以尝试使用大模型来生成摘要 立即生成

【Keywords】Blockchain; Traceability; Upstream competition; Agency contract; Reselling contract

【发表时间】

【收录时间】2023-02-25

【文献类型】 理论模型

【DOI】 10.1007/s10479-022-05147-8

A bibliometric and content analysis of technological advancement applications in agricultural e-commerce

【Author】 Altarturi, Hamza H. M. Nor, Adibi Rahiman Md Jaafar, Noor Ismawati Anuar, Nor Badrul

【影响因子】3.462

【主题类别】

区块链应用-实体经济-农牧领域

【Abstract】Given the severe difficulties and challenges being faced during the current COVID-19 pandemic, agribusinesses must consider alternative means to market and sell agriproducts using e-commerce and advanced technologies. Agricultural e-commerce that utilizes advanced technologies can promote sustainable economic growth and gender equality and, therefore, helps achieve the Sustainable Development Goals. It also allows farmers access to new markets where they can bypass intermediaries, leading to higher income, less waste, and fresher produce for customers. The usefulness of using agricultural e-commerce depends on the efficiency of addressing the emerging challenges from merging perspectives of agricultural and e-commerce fields. Literature reviews addressed both fields from different perspectives, however, most literature addresses the agriculture and e-commerce fields separately, leading to unclarity in understanding the differences between agriproducts and other products. This study aims to present a comprehensive and robust roadmap of technological advancements and challenges in agricultural e-commerce through a thorough bibliometric and content analysis and provide a conceptual architecture for best practices. The bibliometric and content analysis sheds light on the agricultural e-commerce categories, challenges, and limitations. This study identifies the most influential research and topic trends, determines the topical discipline areas, and provides visions and directions for future research in the field of agricultural e-commerce. It discusses the challenges of agricultural e-commerce and agriproducts and how advanced technologies help solve such challenges. This study summarises the best practice implementation of agricultural e-commerce by providing strong logistics, implementing standardization, including information knowledge of agriproducts, and creating a traceability information system. The result of this paper is presented as a proposed conceptual architecture for agricultural e-commerce that addresses the abovementioned best practice concepts and utilizes the Blockchain and IoT technologies to provide innovative solutions for the agricultural e-commerce stakeholders. Finally, this study provides prospects for future research on advanced technologies in agricultural e-commerce.

你可以尝试使用大模型来生成摘要 立即生成

【Keywords】Agriculture; e-commerce; Advanced technology; Blockchain; Internet of Things; Bibliometric

【发表时间】

【收录时间】2023-02-25

【文献类型】 理论模型

【DOI】 10.1007/s10660-023-09670-z

An extended lightweight blockchain based collaborative healthcare system for fraud prevention

【Author】 Settipalli, Lavanya Gangadharan, G. R. Bellamkonda, Sivaiah

【影响因子】2.303

【主题类别】

区块链应用-实体经济-医疗领域

【Abstract】Multiple benefits (submitting healthcare bills to one or more organizations) and data breaches (tampering of healthcare data by healthcare organization authorities) are typical frauds happening due to the centralization of authority in healthcare systems. Preventing multiple benefits and data breaches can greatly lessen the huge losses to healthcare systems. In this paper, we propose an extended lightweight blockchain (ELB) based collaborative healthcare system for decentralizing the authority in healthcare organizations. The proposed architecture is rigorously tested in avoiding multiple benefits and data breaches and compared with the state-of-the-art methods. The experimental results evidenced that the proposed ELB architecture can effectively avoid multiple benefits and data breaches with less computation and communication overheads.

你可以尝试使用大模型来生成摘要 立即生成

【Keywords】Healthcare fraud prevention; Multiple benefits; Data breaches; Lightweight blockchain; Decentralization; Collaboration

【发表时间】

【收录时间】2023-02-25

【文献类型】 实验仿真

【DOI】 10.1007/s10586-023-03973-4

An optimized device-to-device (D2D) blockchain network for the insurance industry

【Author】 Bilgehan, Buelent Sabuncu, Ozlem

【影响因子】1.882

【主题类别】

区块链应用-实体经济-保险领域

区块链技术-协同技术-边缘计算

【Abstract】Blockchain, a popular technology, remains the decentralized data management framework approved for use by many industries. The application to the insurance industry needs to offer mobility using the wireless network. The wireless network has many limitations to overcome. This paper focuses on such problems and introduces three levels of a solution to the problem. The first level is resolved using the edge computers as storage at the agencies and the partners. The second level of economic operation is solved by introducing a D2D network solution. The third level of high transactions over the network is considered using a two-stage optimization method. The introduced optimization algorithms are simulated, and results are compared with a classical step-by-step calculation method that is not feasible under real-time application. The optimization methods successfully determine the maximum channel rate with the interferences influencing the operation of such a system.

你可以尝试使用大模型来生成摘要 立即生成

【Keywords】blockchain; D2D; fifth-generation; mobile edge computing; optimization algorithm; the insurance industry

【发表时间】

【收录时间】2023-02-25

【文献类型】 理论模型

【DOI】 10.1002/dac.5446

The use of the intelligent Bayesian network method combined with blockchain technology in the optimisation of tunnel construction quality control

【Author】 Cai, Liping Gong, Qiaona Jiang, Feng Yuan, Mingzhan Xiao, Zhiyong Zhang, Shuai Zheng, Chengcheng Wu, Yue

CCF-B

【影响因子】1.150

【主题类别】

区块链应用-实体经济-工业领域

【Abstract】This work aims to strengthen tunnel construction, optimise construction quality, and improve the life safety of construction personnel and users under the effect that blockchain technology can improve the efficiency of information transmission and information security, and construct a blockchain-based architecture of the construction quality control system and physical architecture. On the premise of ensuring the traceability of the data, the established quality index system shall be used for intelligent evaluation of the construction quality. The test results show that: (1) when the distribution of quality status is abnormal, the probability of the quality assessment value for the qualification of steel bar quality inspection, the welding of the steel coupler and the qualification of constructors' skills all exceed 40%, which requires engineering quality diagnosis. (2) The changes in template quality assessment results under the three conditions are basically consistent with the steel bar quality. (3) The trend of concrete quality assessment results is similar to that of templates and steel bars. The main research contribution is to optimise the tunnel's construction quality control system and control the uncertain factors in the construction quality through the Bayesian network and blockchain technology and optimises the construction quality control system and construction information management.

你可以尝试使用大模型来生成摘要 立即生成

【Keywords】Bayes methods; design engineering

【发表时间】

【收录时间】2023-02-25

【文献类型】 实证数据

【DOI】 10.1049/sfw2.12109

Blockchain tokenization of real estate investment: a security token offering procedure and legal design proposal

【Author】 Avci, Gurcan Erzurumlu, Yaman Omer

【影响因子】0.000

【主题类别】

区块链治理-法律治理-区块链监管制度

【Abstract】The article addresses the legal design challenges of real estate crowdfunding, proposing potential solutions that combine blockchain technology, tokenisation, finance, and law. We propose a blockchain tokenised security design, based on a sertificate similar to Sukuk, an Islamic finance asset, that draws inspiration from Equipment Trust Certificates and is managed by a Special Purpose Vehicle (SPV), that may issue blockchain tokenised certificates. These certificates grant rights related to an investment property. Each series of certificates represents specific property and will be a liability of the SPV that owns the property. In general, the tokens used resemble but remain categorically distinct from asset-backed securities. Their performance still depends on the underlying asset's performance. Most important, token owners do not become partners in the SPV but are granted fractional ownership and rights on the underlying property. The proposed token mechanism could prevent delays in the transaction process related to transferring ownership of a property. It could split at some point to allow for the creation of ownership and income rights. The proposed security design potentially protects investors' legal rights better without standard application of investors becoming partners in the SPV while shortening the transaction times, and increasing transparency and asset liquidity.

你可以尝试使用大模型来生成摘要 立即生成

【Keywords】Blockchain; tokenisation; special purpose vehicle; contract design; smart contracts; real estate investment

【发表时间】

【收录时间】2023-02-25

【文献类型】 观点阐述

【DOI】 10.1080/09599916.2023.2167665

The role of blockchain-enabled supply chain applications in improving supply chain performance: the case of Jordanian manufacturing sector

【Author】 Jum'a, Luay

【影响因子】0.000

【主题类别】

区块链应用-实体经济-供应链

【Abstract】PurposeBlockchain technology has the potential to enhance information and knowledge management among members of the supply chain. This study aims to demonstrate the direct and indirect impact of blockchain adoption on achieving supply chain competitive advantage and improving innovation capabilities to achieve greater supply chain performance. Design/methodology/approachThe study opted for a quantitative research approach. A structured questionnaire was used to collect data from 284 respondents from various Jordanian manufacturing firms. Smart PLS software was used to conduct structural equation modelling to test the proposed hypotheses. FindingsThe analysis revealed that investing in and using blockchain-enabled supply chain applications improves the ability to achieve higher levels of productivity, lead times, customer service and relationships with supply chain members. Moreover, blockchain technology integration with supply chain management processes has a positive impact on innovative activities that support supply chain operations. Finally, blockchain adoption has enhanced supply chain performance by reducing transaction costs, improving customer service and increasing the speed of supply chain operations. Research limitations/implicationsThe study provides guidance for decision-makers and academicians on the use of blockchain adoption to improve supply chain performance. Future studies should use a larger sample size and random sampling techniques to achieve better generalizability of the results. Originality/valueThe study fulfils an identified gap in the application of blockchain technology to improving supply chain performance within a broader context that encompasses supply chain innovation capabilities and competitive advantage.

你可以尝试使用大模型来生成摘要 立即生成

【Keywords】Blockchain; Information management; Supply chain performance; Innovation capabilities; Competitive advantage; Manufacturing; Other management related topics

【发表时间】

【收录时间】2023-02-25

【文献类型】 实证数据

【DOI】 10.1108/MRR-04-2022-0298

从数字阅读到元宇宙阅读:中国科技期刊未来阅读趋势变革探析

【作者】 季丽莉;郭晓丽;刘丽;

【作者单位】山东理工大学文学与新闻传播学院;山东理工大学学术期刊编辑部;

【文献来源】中国科技期刊研究

【复合影响因子】2.205

【综合影响因子】1.998

【主题类别】

区块链应用-虚拟经济-元宇宙

【摘要】【目的】从元宇宙技术与我国科技期刊相融合的角度,探讨中国科技期刊未来阅读趋势变革,为服务我国科技期刊创新发展战略、建设世界一流科技期刊贡献力量。【方法】采用文献分析、对比研究等方法明晰中国科技期刊元宇宙阅读的内涵与发展趋势,探讨中国科技期刊元宇宙阅读在未来发展中面临的挑战并提出相应建议。【结果】科技期刊融合元宇宙理念和技术,将实现阅读空间、视觉体验、人员分工、付费模式4个方面的优化与转变。【结论】与数字阅读相比,科技期刊元宇宙阅读表现出阅读空间虚拟化、视觉体验三维化、人员分工模糊化、付费动机分享化等发展趋势,我国科技期刊元宇宙阅读建设面临技术资源、读者体验、数据安全等方面的挑战。

【关键词】科技期刊;;数字阅读;;元宇宙阅读;;阅读趋势;;非同质化代币

【文献类型】 观点阐述

【DOI】

【发表时间】2023-02-25

元宇宙+职业教育:未来虚实融生的职业教育发展新趋势

【作者】 张烨;蔡翔华;

【作者单位】上海第二工业大学国际交流学院;上海第二工业大学职业技术教师教育学院;

【文献来源】教育与职业

【复合影响因子】

【综合影响因子】

【主题类别】

区块链应用-虚拟经济-元宇宙

区块链应用-实体经济-教育领域

【摘要】职业教育元宇宙是利用VR/AR/MR、数字孪生、5G、人工智能、区块链等新兴信息技术塑造的虚实融合的职业教育环境,为未来职业教育发展提供了新的方向。对职业教育而言,元宇宙的应用场景主要包括智能化的泛在学习、深度浸入的体验性学习、跨时空的深度协作发现式学习及虚实融生的协同知识生成学习等。同时,职业教育元宇宙也面临挑战,包括需要明确职业教育元宇宙的体系结构与技术标准、构建利益相关者群体的职业教育元宇宙研发共同体以及探索基于职业教育元宇宙的教学模式与策略等。

【关键词】职业教育;;元宇宙;;虚实融生;;发展趋势

【文献类型】 观点阐述

【DOI】 10.13615/j.cnki.1004-3985.2023.02.016

【发表时间】2023-02-25

作为传播场景的元宇宙:数字集成时代要素升维与体验变革

【作者】 徐敬宏;郎冉;

【作者单位】北京师范大学;

【文献来源】中国出版

【复合影响因子】

【综合影响因子】

【主题类别】

区块链应用-虚拟经济-元宇宙

【摘要】元宇宙为用户提供新的元传播场景,模糊“在场”和“不在场”的界限,向内帮助人类探索自我,向外拓展生活世界,带来了全新的数字交往体验。场景的四层底层要素元数据、元符号、元媒介、元语言的不断升维,带来身、心、智的感官统一的元体验,元宇宙不仅改变了人类注意、需求、经验、动机、情绪的触发方式与逻辑,还带来了身体的传播回归。

【关键词】元宇宙;;元场景;;元体验;;具身传播

【文献类型】 观点阐述

【DOI】

【发表时间】2023-02-25

元宇宙视阈下媒体深度融合的“应为”与“可为”

【作者】 任媛媛;

【作者单位】山东大学新闻传播学院;

【文献来源】中国出版

【复合影响因子】

【综合影响因子】

【主题类别】

区块链应用-虚拟经济-元宇宙

【摘要】从推进媒体深度融合发展的角度出发,探讨元宇宙将为其带来的可能性与进路。在元宇宙“未来望向现实”的视角下,媒体深度融合有其“应为”与“可为”,即通过抓住窗口机遇期的战略布局,推动互动型媒体向纵深发展;通过打造空间媒介,扩展内容产业链,推进内容生产的供给侧改革;通过对传播活动的“再组织”,主动担承起社会关系组织者这一职责,进而实现主流价值的引领与社会共识的凝聚。

【关键词】元宇宙;;媒体深度融合;;内容生产

【文献类型】 观点阐述

【DOI】

【发表时间】2023-02-25

监测加密数字货币操纵行为的机器学习模型

【作者】 黄家明;潘慧峰;胡腾;

【作者单位】对外经济贸易大学金融学院;对外经济贸易大学数字经济实验室;

【文献来源】科学决策

【复合影响因子】

【综合影响因子】

【主题类别】

区块链治理-市场治理-市场分析

【摘要】加密数字货币匿名性、去中心化、跨区域、全球“7*24”小时交易、监管缺乏等特性促使其市场操纵行为频发。同时,匿名网络社交平台和自动化交易机器人的盛行使得抬价出货操纵行为公开化和短暂化,传统监管手段已无法适用于加密数字货币市场。首先,采用无监督学习模型对加密数字货币交易所分钟级的价量数据进行建模,对异常的量价数据进行快速的监测和预警。然后通过网络实时爬虫技术获取网络社交平台中抬价出货操纵行为的文本信息,与交易所秒级订单数据匹配构建训练集和测试集,采用有监督学习模型对抬价出货操纵行为进行事后识别。模型结果显示:无监督学习模型监测抬价出货的准确率高达84.07%。有监督学习模型在测试集上的精准率和召回率分别为82%和93%,且有监督学习模型的AUC曲线(Area Under Roc Curve)得分为0.83。两种模型均为加密数字货币交易所监管抬价出货行为提供了相关参考。

【关键词】加密数字货币;;市场操纵;;文本信息;;无监督学习;;有监督学习

【文献类型】 实证数据

【DOI】

【发表时间】2023-02-25

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