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Legal Regulation of Head Anchors in Live-Streaming E-Commerce from the Perspective of Duty of Care 被引量:1
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作者 Ma Zhiguo Jia Jinrun Zhang Xiaohao 《科技与法律(中英文)》 2025年第2期125-137,共13页
The integration of the digital economy with the traditional sales industry has prompted the robust growth of e-commerce.Live-streaming e-commerce,as a novel business model,has gained immense popularity.However,is⁃sues... The integration of the digital economy with the traditional sales industry has prompted the robust growth of e-commerce.Live-streaming e-commerce,as a novel business model,has gained immense popularity.However,is⁃sues of regulatory loopholes and inefficacy continue to surface.In live-streaming e-commerce,the head anchor,as host of the live-streaming rooms,wields significant influence in determining the goods to be showcased and marketed.Such influence expands risks such as infringement of intellectual property rights.Yet the uncertainty in law concerning the identity of head anchors results in a lack of accountability.Current norms are inadequate in constraining the group of head anchors.Drawing on the principles of risk control,the alignment between benefit and risk,and the theory of so⁃cial cost control,this paper argues that it is both justifiable and feasible to impose a duty to exercise reasonable care on head anchors.To effectively enshrine this duty in law,it is of great importance to redefine the mechanism of identifying the duty of care of head anchors in live-streaming e-commerce.In particular,the contents of the duty of care under⁃taken by head anchors and the consequences of breaching such a duty of care should be clarified. 展开更多
关键词 head anchor live-streaming e-commerce digital economy duty of care
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Research on the Influencing Factors of China's Cross-border E-commerce Exports to Countries Along the“Belt and Road” 被引量:1
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作者 Xinhao Zhao 《Proceedings of Business and Economic Studies》 2025年第2期321-325,共5页
Cross-border e-commerce,as a new form of international trade,has shown great development potential in the context of the“Belt and Road”initiative.Based on the cross-border e-commerce export data from 2015 to 2024,th... Cross-border e-commerce,as a new form of international trade,has shown great development potential in the context of the“Belt and Road”initiative.Based on the cross-border e-commerce export data from 2015 to 2024,this paper analyzes the influencing factors of China's cross-border e-commerce exports to countries along the“Belt and Road”by constructing an econometric model.The study found that factors such as the perfection of digital infrastructure,the efficiency of logistics and transportation,the convenience of payment and settlement,and the penetration rate of consumers online shopping significantly affect the export scale of cross-border e-commerce.Institutional factors such as the development level of e-commerce platforms in countries along the route,market access thresholds,and tariff policies also play an important role.Based on the research results,suggestions are put forward to strengthen the construction of cross-border payment system,optimize the logistics distribution network,promote customs clearance facilitation,and deepen cooperation in the field of e-commerce,to provide references for promoting the development of China's crossborder e-commerce exports to countries along the“Belt and Road.” 展开更多
关键词 The Belt and Road Cross-border e-commerce Export trade Influencing factor
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Research on Purchasing Behavior on E-commerce Platforms of Low-income People of Vietnam
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作者 Pham Tu Linh Vu Thi Tung Chi +1 位作者 Nguyen Thi Minh Nguyet Tran Van Trung 《Economics World》 2025年第1期27-38,共12页
The purpose of this study is to analyze factors affecting the purchasing behavior of low-income Vietnamese on e-commerce platforms.700 questionnaires were dispersed among universities,coffee shops,and Facebook communi... The purpose of this study is to analyze factors affecting the purchasing behavior of low-income Vietnamese on e-commerce platforms.700 questionnaires were dispersed among universities,coffee shops,and Facebook community groups in Vietnam.Respondents to the questionnaires were consumers of those places in Vietnam,which were randomly selected.Finally,SEM analysis was used on the data to test the hypotheses of the study.The study identified that“Subjective norms”and“Consumer attitudes”have no effect on shopping behavior on e-commerce platforms,while“Perceived behavioral control”is most affected and“Perceived risks”are least affected on shopping behavior. 展开更多
关键词 B2C e-commerce e-commerce platforms low-income people purchasing behavior
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Research on the Impact of the Construction of Cross-border E-commerce Comprehensive Pilot Zones on China’s Export Transformation and Upgrading
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作者 Jiahui Zhao 《Proceedings of Business and Economic Studies》 2025年第6期45-52,共8页
Cross-border e-commerce has emerged as a new growth point in foreign trade.While the Dalian comprehensive pilot zone has made some progress,its development is constrained by issues such as the global economic slowdown... Cross-border e-commerce has emerged as a new growth point in foreign trade.While the Dalian comprehensive pilot zone has made some progress,its development is constrained by issues such as the global economic slowdown,the relatively small scale of cross-border e-commerce,a high concentration of export commodities,imperfect information mechanisms,and high overall costs.To address these challenges,this paper explores the importance of the construction of the Dalian comprehensive pilot zone for cross-border e-commerce to the transformation and upgrading of exports.Based on my research project,“Research on Path Optimization of Financial Support for the Development of Advanced Manufacturing Clusters in Dalian,”this paper analyzes the current challenges and limiting factors and proposes corresponding countermeasures and suggestions. 展开更多
关键词 Cross-border e-commerce comprehensive pilot zone Cross-border e-commerce Export transformation and upgrading Foreign trade export
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Analysis on BRICS Cybersecurity,New E-Commerce Platforms,and Digital Sovereignty:A Case Study of China and Pakistan
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作者 Lingbin Zhou 《Journal of Electronic Research and Application》 2025年第5期225-232,共8页
Taking the cooperation between China and Pakistan as an example,this paper expounds on the current situation,governance concept,obstacles to cooperation,and differentiated policies of Western countries in the areas of... Taking the cooperation between China and Pakistan as an example,this paper expounds on the current situation,governance concept,obstacles to cooperation,and differentiated policies of Western countries in the areas of cybersecurity,the role of new e-commerce platforms,and digital sovereignty of BRICS countries.It aims to promote inter-governmental cooperation through civil dialogue and lead information technology cooperation among developing countries through the BRICS mechanism,as well as to collaborate to establish guidelines for global cybersecurity,new e-commerce platforms,and digital sovereignty. 展开更多
关键词 BRICS CYBERSECURITY New e-commerce platform Digital sovereignty
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Provable Data Possession with Outsourced Tag Generation for AI-Driven E-Commerce
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作者 Yi Li Wenying Zheng +1 位作者 Yu-Sheng Su Meiqin Tang 《Computers, Materials & Continua》 2025年第5期2719-2734,共16页
AI applications have become ubiquitous,bringing significant convenience to various industries.In e-commerce,AI can enhance product recommendations for individuals and provide businesses with more accurate predictions ... AI applications have become ubiquitous,bringing significant convenience to various industries.In e-commerce,AI can enhance product recommendations for individuals and provide businesses with more accurate predictions for market strategy development.However,if the data used for AI applications is damaged or lost,it will inevitably affect the effectiveness of these AI applications.Therefore,it is essential to verify the integrity of e-commerce data.Although existing Provable Data Possession(PDP)protocols can verify the integrity of cloud data,they are not suitable for e-commerce scenarios due to the limited computational capabilities of edge servers,which cannot handle the high computational overhead of generating homomorphic verification tags in PDP.To address this issue,we propose PDP with Outsourced Tag Generation for AI-driven e-commerce,which outsources the computation of homomorphic verification tags to cloud servers while introducing a lightweight verification method to ensure that the tags match the uploaded data.Additionally,the proposed scheme supports dynamic operations such as adding,deleting,and modifying data,enhancing its practicality.Finally,experiments show that the additional computational overhead introduced by outsourcing homomorphic verification tags is acceptable compared to the original PDP. 展开更多
关键词 Provable data possession data auditing cloud computing e-commerce bloom filter
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Strategies for Enhancing the Competitiveness of Retail Chain Pharmacies in China in the Era of Pharmaceutical E-Commerce
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作者 Yuying Wang 《Proceedings of Business and Economic Studies》 2025年第6期74-82,共9页
With the rapid growth of the“Internet+Healthcare”model,pharmaceutical e-commerce has swiftly gained a substantial market share in China’s pharmaceutical retail sector,thanks to its competitive prices,convenient pur... With the rapid growth of the“Internet+Healthcare”model,pharmaceutical e-commerce has swiftly gained a substantial market share in China’s pharmaceutical retail sector,thanks to its competitive prices,convenient purchasing channels,and online consultation services.This has put considerable pressure on traditional retail chain pharmacies.This paper provides an overview of the current state of pharmaceutical e-commerce,and analyzes the main challenges faced by retail chain pharmacies,including intense price competition,changes in consumer habits,insufficient digitalization and severe homogenized competition.Drawing on industry practices and case studies,the paper proposes strategies to enhance competitiveness,such as promoting digital transformation and online-offline(O2O)integration,strengthening pharmacist services and health management capabilities,optimizing supply chain management,building differentiated brand advantages,and proactively responding to policy and regulatory requirements.The study argues that,while leveraging their advantages in specialization,community-based operations,service orientation and retail chain pharmacies,should actively embrace digitalization and industrial collaboration in order to achieve sustainable development in the context of e-commerce.This research provides theoretical references for the strategic transformation of retail chain pharmacies and offers practical significance for the high-quality development of the pharmaceutical retail industry. 展开更多
关键词 COMPETITIVENESS Digital transformation Pharmaceutical e-commerce Retail chain pharmacies Strategic pathways
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A Review of Content Marketing’s Influence on Consumers’ Purchase Intention in Live-streaming E-commerce
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作者 Yuan Wang 《Proceedings of Business and Economic Studies》 2025年第1期55-59,共5页
In the contemporary digital landscape,the proliferation of information has led to an increasing diversity of channels through which consumers obtain information,resulting in a gradual transformation of shopping habits... In the contemporary digital landscape,the proliferation of information has led to an increasing diversity of channels through which consumers obtain information,resulting in a gradual transformation of shopping habits.Consumers now frequently rely on external sources to make well-informed purchasing decisions,leading to the emergence of live shopping as a prominent avenue for gathering product information and completing transactions.E-commerce live streaming has experienced rapid growth,leveraging its ability to generate traffic and capture consumer attention.The integration of content and live streaming not only meets users’psychological needs but also facilitates seamless communication between buyers and sellers.From the perspective of content marketing typologies,this paper examines content marketing across three key dimensions:informational content,entertainment content,and emotional content.It further explores the impact of content marketing on consumers’purchase intentions within the context of e-commerce live streaming. 展开更多
关键词 Content marketing e-commerce live streaming Consumer purchase intention
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An Empirical Study on the Effectiveness of Improving Farmers’ Digital Skills and Rural E-Commerce in Promoting Farmers’ Income Growth
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作者 Duan Longlong Xu Wanqi Zheng Ziyi 《Contemporary Social Sciences》 2025年第2期66-87,共22页
Continuously broadening the channels for farmers’income growth and effectively narrowing the urban-rural income gap is the central task in the new development stage to comprehensively promote rural revitalization and... Continuously broadening the channels for farmers’income growth and effectively narrowing the urban-rural income gap is the central task in the new development stage to comprehensively promote rural revitalization and achieve the common prosperity of farmers and rural areas.The promotion of rural e-commerce and the enhancement of farmers’digital skills provide potential for this endeavor.Taking Zhejiang province,a demonstration area for common prosperity,as the research object,this study collected 1,119 valid questionnaires through field surveys.Based on the reconstruction of a comprehensive evaluation index for farmers’digital skills using principal component analysis,this paper further investigates the relationship between the level of farmers’digital skills and their income by employing the CRITIC weighting method,mediating mechanism testing,and grouped regression analysis.The research finds that improving digital skills can significantly enhance farmers’income levels,with the income growth effect being more pronounced among older groups with lower educational levels and limited digital skills.Digital skills not only directly promote farmers’income growth but also indirectly further enhance their income level by increasing their use of rural e-commerce,and thus the use of rural e-commerce serves as a significant mediating variable in the relationship between digital skills and farmers’income growth.These conclusions remain valid after a series of robustness tests,including endogeneity tests,the replacement of weight designs for digital skills,and the exclusion of outlier samples.Finally,the paper proposes policy recommendations such as offering more digital skills and e-commerce training,encouraging the return of new rural elites to promote regional clusters of rural e-commerce,and providing targeted policy support for the development of rural e-commerce. 展开更多
关键词 digital skills rural e-commerce farmers’income growth digital village
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Application of Big Data Technology in User Behavior Analysis of E-commerce Platforms
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作者 Yanzhao Jia 《Journal of Electronic Research and Application》 2025年第3期104-110,共7页
With the rapid development of the Internet and e-commerce,e-commerce platforms have accumulated huge amounts of user behavior data.The emergence of big data technology provides a powerful means for in-depth analysis o... With the rapid development of the Internet and e-commerce,e-commerce platforms have accumulated huge amounts of user behavior data.The emergence of big data technology provides a powerful means for in-depth analysis of these data and insight into user behavior patterns and preferences.This paper elaborates on the application of big data technology in the analysis of user behavior on e-commerce platforms,including the technical methods of data collection,storage,processing and analysis,as well as the specific applications in the construction of user profiles,precision marketing,personalized recommendation,user retention and churn analysis,etc.,and discusses the challenges and countermeasures faced in the application.Through the study of actual cases,it demonstrates the remarkable effectiveness of big data technology in enhancing the competitiveness of e-commerce platforms and user experience. 展开更多
关键词 Big data technology e-commerce platform User behavior analysis
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Research on the Impact of Rural E-commerce on Multi-dimensional Relative Poverty of Farmers
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作者 Wang Yanqi Chu Chu 《Journal of Northeast Agricultural University(English Edition)》 2025年第1期59-75,共17页
As China enters a new stage of agricultural modernization,understanding how rural e-commerce can address the multidimensional relative poverty of farmers is of significant research importance.This research utilized da... As China enters a new stage of agricultural modernization,understanding how rural e-commerce can address the multidimensional relative poverty of farmers is of significant research importance.This research utilized data from China Household Finance Survey(CHFS)and China Statistical Yearbook to construct a multi-dimensional relative poverty index system and an evaluation index system for rural e-commerce development.A fixed-effect model was employed to test the direct impact,and an intermediary-effect model was used to analyze the mechanism.The study found that rural e-commerce effectively alleviated multidimensional relative poverty among farmers,with varying effects across different dimensions.Notably,improving digital payment levels and non-agricultural employment were effective means by which rural e-commerce mitigated this poverty.However,the impact of rural e-commerce showed regional heterogeneity.Based on these findings,this research offered a series of countermeasures and suggestions. 展开更多
关键词 rural e-commerce relatively poor farmers digital payment non-agricultural employment
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Impact of Digital Inclusive Finance on Rural E-Commerce Development in Baoding: An Empirical Study Based on Village-Level Service Station Data
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作者 Jiaxing Liu Shuaiyan Ding Yan Zhang 《Proceedings of Business and Economic Studies》 2025年第3期303-311,共9页
Utilizing data from 5,481 village-level service stations(VS)in Baoding,China,this study empirically investigates the impact of digital inclusive finance(DIF)and VS infrastructure on rural e-commerce(RE)development.Res... Utilizing data from 5,481 village-level service stations(VS)in Baoding,China,this study empirically investigates the impact of digital inclusive finance(DIF)and VS infrastructure on rural e-commerce(RE)development.Results demonstrate that DIF significantly promotes RE by reducing transaction and financing costs(β=0.783,P<0.01).VS as physical infrastructure significantly drives RE growth(β=0.654,P<0.01).Crucially,DIF and VS exhibit synergistic effects(interactionβ=0.421,P<0.01),producing a“1+1>2”enhancement.Regional economic development,population density,and education levels positively influence RE.Current challenges include financial misallocation,infrastructure deficits,and skill gaps.We propose a“One Core,Three Wings”framework—Core:Develop tailored financial products for specialty industries(luggage,textiles,mushrooms);Wings:(1)Upgrade digital infrastructure,(2)Optimize policy synergy,(3)Enhance inclusive capacity through elderly-friendly technologies and training.Implementation strategies include establishing risk-sharing mechanisms,expanding VS functionality,and creating DIF-RE-VS alliances to foster sustainable rural revitalization. 展开更多
关键词 Digital inclusive finance Rural e-commerce development Village-level service station Synergistic effect Rural revitalization
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Countermeasures for Chinese Foreign Trade Enterprises Amid the “Full Custody Wave” in Cross- Border E-Commerce
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作者 Yingjie Dou 《Proceedings of Business and Economic Studies》 2025年第1期67-73,共7页
With the acceleration of global economic integration and the rapid development of cross-border e-commerce,an increasing number of foreign trade enterprises are encountering new market opportunities and challenges.In r... With the acceleration of global economic integration and the rapid development of cross-border e-commerce,an increasing number of foreign trade enterprises are encountering new market opportunities and challenges.In recent years,the“full custody”model has gradually emerged,providing one-stop service support for cross-border e-commerce enterprises.While this model reduces operational difficulties,it also introduces new requirements for the business models of Chinese foreign trade enterprises.This paper examines how foreign trade enterprises can respond to the opportunities and challenges presented by the full custody model from five key perspectives:background analysis,business layout adjustments,marketing channel innovation,digital and intelligent empowerment,and flexible operational strategies.The findings aim to provide insights into the sustainable development of foreign trade enterprises within the cross-border e-commerce ecosystem. 展开更多
关键词 Cross-border e-commerce Full custody model Foreign trade enterprises Digital and intelligent transformation
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Factors Influencing Merchants’ Willingness to Participate in E-commerce Marketing in Digital Africa: A Case Study of Lagos, Nigeria
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作者 Houakazolo Ketivi Lornede Ranran Zheng 《Proceedings of Business and Economic Studies》 2025年第1期87-104,共18页
This study examines the current state of merchants’participation in e-commerce marketing within the context of the digital economy,focusing on merchants in Lagos,Nigeria.It explores the impact of behavioral attitudes... This study examines the current state of merchants’participation in e-commerce marketing within the context of the digital economy,focusing on merchants in Lagos,Nigeria.It explores the impact of behavioral attitudes,subjective norms,perceived behavioral control,and traditional transaction costs on their willingness to engage in e-commerce marketing.Grounded in the Theory of Planned Behavior(TPB)and employing a questionnaire survey,the study utilizes SPSS 23.0 and AMOS 22.0 for data analysis.The findings confirm the significant positive effects of behavioral attitudes,subjective norms,and perceived behavioral control on merchants’willingness,as well as the significant negative effect of traditional transaction costs.The results indicate that the advancement of digital economy policies has lowered participation barriers for merchants,with factors such as behavioral attitudes,social support,and digital skills playing crucial roles in decision-making.This paper recommends enhancing the usability of e-commerce platforms,improving infrastructure,and optimizing policy support.These suggestions provide theoretical insights and practical guidance for promoting Nigeria’s digital economy and advancing research on merchants’e-commerce behavior. 展开更多
关键词 Digital economy e-commerce marketing Theory of Planned Behavior Merchants’willingness to participate LAGOS NIGERIA
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Impacts of agri-food e-commerce on traditional wholesale industry:Evidence from China 被引量:1
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作者 Ruyi Yang Jifang Liu +2 位作者 Shanshan Cao Wei Sun Fantao Kong 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2024年第4期1409-1428,共20页
Rapidly expanding studies investigate the effects of e-commerce on company operations in the retail market.However,the interaction between agri-food e-commerce(AEC)and the traditional agri-food wholesale industry(AWI)... Rapidly expanding studies investigate the effects of e-commerce on company operations in the retail market.However,the interaction between agri-food e-commerce(AEC)and the traditional agri-food wholesale industry(AWI)has not received enough attention in the existing literature.Based on the provincial panel data from 2013 to 2020 in China,this paper examines the effect of AEC on AWI,comprising three dimensions:digitalization(DIGITAL),agrifood e-commerce infrastructure and supporting services(AECI),and agri-food e-commerce economy(AECE).First,AWI and AEC are measured using an entropy-based combination of indicators.The results indicate that for China as a whole,AWI has remained practically unchanged,whereas AEC exhibits a significant rising trend.Second,the findings of the fixed-effect regression reveal that DIGITAL and AECE tend to raise AWI,whereas AECI negatively affects AWI.Third,threshold regression results indicate that AECI tends to diminish AWI with three-stage inhibitory intensity,which manifests as a first increase and then a drop in the inhibition degree.These results suggest that with the introduction of e-commerce for agricultural product circulation,digital development will have catfish effects that tend to stimulate the vitality of the conventional wholesale industry and promote technical progress.Furthermore,the traditional wholesale industry benefits financially from e-commerce even while it diverts part of the traditional wholesale circulation for agricultural products. 展开更多
关键词 agri-food e-commerce traditional wholesale industry panel threshold model dual-channel circulation
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Paths for Upgrade and Transformation of E-commerce of China's Fresh Agricultural Products Based on Whole Industry Supply Chain 被引量:8
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作者 Tianqi ZHANG 《Asian Agricultural Research》 2017年第8期1-4,共4页
China's e-commerce market scale of fresh agricultural products has reached 1000 billion yuan,and the prospect is bright.However,in the face of such problems as quality control,storage and distribution,and consumpt... China's e-commerce market scale of fresh agricultural products has reached 1000 billion yuan,and the prospect is bright.However,in the face of such problems as quality control,storage and distribution,and consumption habits,the fresh product e-commerce has great difficulty in development.Internet generates large data,and data are the resources and the core of the Internet and the foundation for survival and development of Internet.This paper analyzed the current situation of the development of fresh agricultural products,and discussed the plight of fresh product e-commerce in scale,profit,non-standard,and network environment.On the basis of the whole industry supply chain,it came up with paths for upgrade and transformation of the fresh product e-commerce with the big data as the core in the context of Internet environment. 展开更多
关键词 Internet fresh agricultural products e-commerce Big data
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Logistics Demand Forecast of Fresh Food E-Commerce Based on Bi-LSTM Model 被引量:1
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作者 Shifeng Ni Yan Peng Zijian Liu 《Journal of Computer and Communications》 2022年第9期51-65,共15页
Fresh products have the characteristics of perishable, small batch and high frequency. Therefore, for fresh food e-commerce enterprises, market demand forecasting is particularly important. This paper takes the sales ... Fresh products have the characteristics of perishable, small batch and high frequency. Therefore, for fresh food e-commerce enterprises, market demand forecasting is particularly important. This paper takes the sales data of a fresh food e-commerce enterprise as the logistics demand, analyzes the influence of time and meteorological factors on the demand, extracts the characteristic factors with greater influence, and proposes a logistics demand forecast scheme of fresh food e-commerce based on the Bi-LSTM model. The scheme is compared with other schemes based on the BP neural network and LSTM neural network models. The experimental results show that the Bi-LSTM model has good prediction performance on the problem of logistics demand prediction. This facilitates further research on some supply chain issues, such as business decision-making, inventory control, and logistics capacity planning. 展开更多
关键词 Data Analysis Bi-LSTM fresh Food e-commerce Logistics Demand Forecast
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Research on Cross-border E-commerce Empowering the Transformation and Upgrading of Dongguan’s Manufacturing Industry 被引量:1
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作者 Shoufei Su Juan Zhang 《Proceedings of Business and Economic Studies》 2024年第6期207-212,共6页
With the rise of the global digital economy and the deep integration of digital technology into traditional manufacturing operations,cross-border e-commerce provides a new commercial model and pathways for transformin... With the rise of the global digital economy and the deep integration of digital technology into traditional manufacturing operations,cross-border e-commerce provides a new commercial model and pathways for transforming and upgrading Dongguan’s traditional manufacturing industry.It also offers perspectives for enhancing the integration of online and offline operations while advancing the industrial Internet process.This study examines the impact of cross-border e-commerce on Dongguan manufacturing,highlighting its role in improving production efficiency,expanding international markets,and driving industrial upgrading through product enhancement,supply chain optimization,and innovative business models.By incorporating practical cases and data analysis from Dongguan enterprises,this study investigates the benefits and challenges of cross-border e-commerce in the transformation of the manufacturing industry,aiming to offer a reference for enterprise digital transformation and global competitive strategies. 展开更多
关键词 Cross-border e-commerce Dongguan manufacturing Transformation and upgrading Case study
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Impact of BRICS Trade Facilitation on China's Exports Using Cross-Border E-Commerce
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作者 Longling LI Kaimei CHEN Zijian LONG 《Asian Agricultural Research》 2024年第5期1-7,共7页
With the rapid growth of the global digital economy, cross-border e-commerce, as an emerging form of trade, has gradually become a powerful engine to promote the development of global trade. BRICS is an important forc... With the rapid growth of the global digital economy, cross-border e-commerce, as an emerging form of trade, has gradually become a powerful engine to promote the development of global trade. BRICS is an important force in the global economy, and the progress of the BRICS countries' trade facilitation level has an important impact on the global trade environment. This paper conducts an in-depth study of the dynamic changes in BRICS trade facilitation from 2013 to 2022, and uses an extended gravity model to analyze the specific impact of this change on China's exports using cross-border e-commerce. The results show that although the BRICS countries have made some progress in trade facilitation, the overall level still needs to be improved, and there are obvious differences among member countries. However, the improvement of trade facilitation among BRICS countries has undoubtedly brought significant positive effects to China's exports using cross-border e-commerce. 展开更多
关键词 Trade facilitation BRICS Cross-border e-commerce Export trade
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Predicting Purchasing Behavior on E-Commerce Platforms: A Regression Model Approach for Understanding User Features that Lead to Purchasing
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作者 Abraham Jallah Balyemah Sonkarlay J. Y. Weamie +2 位作者 Jiang Bin Karmue Vasco Jarnda Felix Jwakdak Joshua 《International Journal of Communications, Network and System Sciences》 2024年第6期81-103,共23页
This research introduces a novel approach to improve and optimize the predictive capacity of consumer purchase behaviors on e-commerce platforms. This study presented an introduction to the fundamental concepts of the... This research introduces a novel approach to improve and optimize the predictive capacity of consumer purchase behaviors on e-commerce platforms. This study presented an introduction to the fundamental concepts of the logistic regression algorithm. In addition, it analyzed user data obtained from an e-commerce platform. The original data were preprocessed, and a consumer purchase prediction model was developed for the e-commerce platform using the logistic regression method. The comparison study used the classic random forest approach, further enhanced by including the K-fold cross-validation method. Evaluation of the accuracy of the model’s classification was conducted using performance indicators that included the accuracy rate, the precision rate, the recall rate, and the F1 score. A visual examination determined the significance of the findings. The findings suggest that employing the logistic regression algorithm to forecast customer purchase behaviors on e-commerce platforms can improve the efficacy of the approach and yield more accurate predictions. This study serves as a valuable resource for improving the precision of forecasting customers’ purchase behaviors on e-commerce platforms. It has significant practical implications for optimizing the operational efficiency of e-commerce platforms. 展开更多
关键词 e-commerce Platform Purchasing Behavior Prediction Logistic Regression Algorithm
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