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Layered Feature Engineering for E-Commerce Purchase Prediction:A Hierarchical Evaluation on Taobao User Behavior Datasets 认领 引用
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作者 Liqiu Suo Lin Xia +1 位作者 Yoona Chung Eunchan Kim 《Computers, Materials & Continua》 SCIE EI 2026年第4期1865-1889,共25页
Accurate purchase prediction in e-commerce critically depends on the quality of behavioral features.This paper proposes a layered and interpretable feature engineering framework that organizes user signals into three ... Accurate purchase prediction in e-commerce critically depends on the quality of behavioral features.This paper proposes a layered and interpretable feature engineering framework that organizes user signals into three layers:Basic,Conversion&Stability(efficiency and volatility across actions),and Advanced Interactions&Activity(crossbehavior synergies and intensity).Using real Taobao(Alibaba’s primary e-commerce platform)logs(57,976 records for 10,203 users;25 November–03 December 2017),we conducted a hierarchical,layer-wise evaluation that holds data splits and hyperparameters fixed while varying only the feature set to quantify each layer’s marginal contribution.Across logistic regression(LR),decision tree,random forest,XGBoost,and CatBoost models with stratified 5-fold cross-validation,the performance improvedmonotonically fromBasic to Conversion&Stability to Advanced features.With LR,F1 increased from 0.613(Basic)to 0.962(Advanced);boosted models achieved high discrimination(0.995 AUC Score)and an F1 score up to 0.983.Calibration and precision–recall analyses indicated strong ranking quality and acknowledged potential dataset and period biases given the short(9-day)window.By making feature contributions measurable and reproducible,the framework complements model-centric advances and offers a transparent blueprint for production-grade behavioralmodeling.The code and processed artifacts are publicly available,and future work will extend the validation to longer,seasonal datasets and hybrid approaches that combine automated feature learning with domain-driven design. 展开更多
关键词 Hierarchical feature engineering purchase prediction user behavior dataset feature importance e-commerce platform Taobao
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Research on Purchasing Behavior on E-commerce Platforms of Low-income People of Vietnam 认领 引用
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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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Analysis on BRICS Cybersecurity,New E-Commerce Platforms,and Digital Sovereignty:A Case Study of China and Pakistan 认领 引用
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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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Application of Big Data Technology in User Behavior Analysis of E-commerce Platforms 认领 引用
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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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A Novel Named Entity Recognition Scheme for Steel E-Commerce Platforms Using a Lite BERT 认领 引用 被引量:4
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作者 Maojian Chen Xiong Luo +2 位作者 Hailun Shen Ziyang Huang Qiaojuan Peng 《Computer Modeling in Engineering & Sciences》 SCIE EI 2021年第10期47-63,共17页
In the era of big data,E-commerce plays an increasingly important role,and steel E-commerce certainly occupies a positive position.However,it is very difficult to choose satisfactory steel raw materials from diverse s... In the era of big data,E-commerce plays an increasingly important role,and steel E-commerce certainly occupies a positive position.However,it is very difficult to choose satisfactory steel raw materials from diverse steel commodities online on steel E-commerce platforms in the purchase of staffs.In order to improve the efficiency of purchasers searching for commodities on the steel E-commerce platforms,we propose a novel deep learning-based loss function for named entity recognition(NER).Considering the impacts of small sample and imbalanced data,in our NER scheme,the focal loss,the label smoothing,and the cross entropy are incorporated into a lite bidirectional encoder representations from transformers(BERT)model to avoid the over-fitting.Moreover,through the analysis of different classic annotation techniques used to tag data,an ideal one is chosen for the training model in our proposed scheme.Experiments are conducted on Chinese steel E-commerce datasets.The experimental results show that the training time of a lite BERT(ALBERT)-based method is much shorter than that of BERT-based models,while achieving the similar computational performance in terms of metrics precision,recall,and F1 with BERT-based models.Meanwhile,our proposed approach performs much better than that of combining Word2Vec,bidirectional long short-term memory(Bi-LSTM),and conditional random field(CRF)models,in consideration of training time and F1. 展开更多
关键词 Named entity recognition bidirectional encoder representations from transformers steel E-commerce platform annotation technique
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Dynamic Pricing Model of E-Commerce Platforms Based on Deep Reinforcement Learning 认领 引用 被引量:3
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作者 Chunli Yin Jinglong Han 《Computer Modeling in Engineering & Sciences》 SCIE EI 2021年第4期291-307,共17页
With the continuous development of artificial intelligence technology,its application field has gradually expanded.To further apply the deep reinforcement learning technology to the field of dynamic pricing,we build a... With the continuous development of artificial intelligence technology,its application field has gradually expanded.To further apply the deep reinforcement learning technology to the field of dynamic pricing,we build an intelligent dynamic pricing system,introduce the reinforcement learning technology related to dynamic pricing,and introduce existing research on the number of suppliers(single supplier and multiple suppliers),environmental models,and selection algorithms.A two-period dynamic pricing game model is designed to assess the optimal pricing strategy for e-commerce platforms under two market conditions and two consumer participation conditions.The first step is to analyze the pricing strategies of e-commerce platforms in mature markets,analyze the optimal pricing and profits of various enterprises under different strategy combinations,compare different market equilibriums and solve the Nash equilibrium.Then,assuming that all consumers are naive in the market,the pricing strategy of the duopoly e-commerce platform in emerging markets is analyzed.By comparing and analyzing the optimal pricing and total profit of each enterprise under different strategy combinations,the subgame refined Nash equilibrium is solved.Finally,assuming that the market includes all experienced consumers,the pricing strategy of the duopoly e-commerce platform in emerging markets is analyzed. 展开更多
关键词 Deep reinforcement learning e-commerce platform dynamic evaluation game model pricing strategy
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Effects of E-Commerce Platforms on Firm Export——Evidence from China’s Industrial Enterprises 认领 引用 被引量:1
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作者 Yue Yunsong Li Bing 《中国经济学人(中英文)》 2019年第5期112-125,共14页
With deepening digital technology applications in international trade, e-commerce platforms have become a major avenue for firm export. Based on a multicountry, multi-product heterogeneous firms trade theory model, th... With deepening digital technology applications in international trade, e-commerce platforms have become a major avenue for firm export. Based on a multicountry, multi-product heterogeneous firms trade theory model, this paper investigates the firm export effects of e-commerce platforms, and empirically tests the inferences from the model using data from Alibaba China Station, China industrial enterprises data, and China customs data from 2000 to 2009. Our estimation result shows that overall, e-commerce platforms significantly increase firm export probability and volume;e-commerce platforms enable firms to export products of different types to more countries by reducing the cost of information and export markets threshold while raising trade efficiency. Further analysis of enterprise heterogeneity reveals that SMEs, firms in China's eastern region, and general exporters benefit more from e-commerce platforms than other types of firms do. 展开更多
关键词 e-commerce platform Alibaba manufacturing firms export
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Predicting Purchasing Behavior on E-Commerce Platforms: A Regression Model Approach for Understanding User Features that Lead to Purchasing 认领 引用
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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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PETROLEUM E-COMMERCE SERVICE PLATFORM TO BE OPERATED 认领 引用
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《China Oil & Gas》 CAS 2000年第3期47-47,共1页
关键词 CNPC BE PETROLEUM E-COMMERCE SERVICE PLATFORM TO BE OPERATED
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Application of the E-commerce Platform in the International Trade 认领 引用
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作者 ZHOU Luzhao 《International English Education Research》 2019年第3期70-72,共3页
E-commerce is a new consumption mode, which develops rapidly and is welcomed by consumers. It also plays an important role in promoting the international trade. Through this analysis, we can understand that the influe... E-commerce is a new consumption mode, which develops rapidly and is welcomed by consumers. It also plays an important role in promoting the international trade. Through this analysis, we can understand that the influence of the e-commerce on the international market has both positive and negative aspects. We need to be aware of our shortcomings, understand the gap between them and the developed countries, and formulate the relevant policies. Let China's e-commerce continue to improve and innovate in the international trade, and find a suitable strategy for its own development. Relevant Chinese departments should actively and effectively participate in the construction of e-commerce. On the one hand, they can stabilize the status of e-commerce in the international trade, and on the other hand, they can expand the consumer groups and make the electronic goods better. 展开更多
关键词 E-commerce platform international trade application system innovation value
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Optimization and Innovation of the Operation Model of Mobile Social E-commerce under AI Empowerment:Taking the Female Community Platform“Little Red Book”as an Example 认领 引用
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作者 Mi Liu Jia Yu +1 位作者 Yan Li Jun Zheng 《Proceedings of Business and Economic Studies》 2024年第4期269-274,共6页
This article takes the female community platform“Little Red Book”as an example to explore the optimization and innovation of mobile community e-commerce operation mode under Artificial Intelligence(AI)empowerment.Fi... This article takes the female community platform“Little Red Book”as an example to explore the optimization and innovation of mobile community e-commerce operation mode under Artificial Intelligence(AI)empowerment.Firstly,the relevant concepts were defined,and then the unique attributes of mobile community e-commerce were analyzed.As a typical representative of mobile community e-commerce,Little Red Book introduces the background and characteristics of its platform,analyzes its mobile community operation mode,and focuses on exploring how to establish a mobile community e-commerce platform and effective operation mode under the empowerment of AI technology,to provide some reference and inspiration for the development and operation of Little Red Book and other e-commerce platform enterprises. 展开更多
关键词 Mobile social e-commerce Little Red Book Female community platform AI User experience UGC
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Assumption of E-commerce Platform of Agricultural Products Based on F2C2B Mode 认领 引用
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作者 KeweiZhu 《International Journal of Technology Management》 2017年第4期86-88,共3页
This paper proposes the assumption of E-commerce platform of the agricultural products based on the F2C2B mode. The whole e-commerce model is guided by the idea of the supply chain management from the perspective of t... This paper proposes the assumption of E-commerce platform of the agricultural products based on the F2C2B mode. The whole e-commerce model is guided by the idea of the supply chain management from the perspective of the modern system, and the e-commerce integration model from customer to supplier is implemented, and the whole is optimized. E-commerce to cloud computing as the basic environment, the construction of public cloud services and private cloud resources, based on public cloud to the SaaS way to provide services to customers, focus on business search and business collaboration, make full use of the lnternet, modern communications technology to provide the real- service. The development of agricultural economy, no longer depends only on the number of some traditional agricultural resources, but also depends on the modern technology, information access and use. Through the development of basic network technology, by virtue of some modern electronic information technology and some other means that can improve the intelligence of agricultural use of the information resources, the proposed model provides the new methodology of the solution. 展开更多
关键词 F2C2B Mode E-commerce Platform Agricultural Products.
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Functional Reconstruction of the Safe Harbour Rule for E-commerce Platforms in the Context of Artificial Intelligence and Cloud Computing:A Comparative Study of China and the European Union 认领 引用
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作者 Wuling Ying Xiaolong He 《LEGAL》 2026年第2期1-15,共15页
The safe harbour rule is a fundamental rule in the liability regime for online platforms.Its basic function is to prevent platforms from bearing excessive liability for third-party content,product information,or trans... The safe harbour rule is a fundamental rule in the liability regime for online platforms.Its basic function is to prevent platforms from bearing excessive liability for third-party content,product information,or transactional conduct,while requiring them to take necessary measures once they have knowledge of infringement or receive a valid notice.This rule was justified in the early Internet environment.At that stage,platforms mainly provided information storage,transmission,and transactional channels.It was neither realistic nor desirable to require them to conduct comprehensive ex ante review of massive amounts of content and transactions.However,artificial intelligence(AI)and cloud computing are changing the factual basis on which the safe harbour rule applies to e-commerce platforms.Modern e-commerce platforms do not merely store product information.They also influence transactions through cloud-based data processing,algorithmic recommendation,search ranking,advertising placement,automated review,and dispute resolution mechanisms.Platforms can centralize and process merchant qualifications,transaction records,consumer reviews,complaint data,and abnormal transaction signals.They may also participate in the display,optimization,and dissemination of product information through recommender systems and generative AI tools.Against this background,it is increasingly difficult to describe e-commerce platforms simply as passive intermediaries.From a comparative perspective between China and the European Union(EU),this article examines the functional reconstruction of the safe harbour rule for e-commerce platforms in the context of AI and cloud computing.EU law retains intermediary liability exemptions,while strengthening platform duties concerning notice and action,statements of reasons,internal complaint handling,trader traceability,recommender-system transparency,and systemic risk governance under the Digital Services Act(DSA).Chinese law has developed a more fragmented framework through the Civil Code,the E-Commerce Law,rules on algorithmic recommendation,and generative AI regulation.This article argues that the future application of the safe harbour rule to e-commerce platforms should not depend solely on whether the relevant information originates from a third-party merchant.Instead,it should be assessed by reference to the platform’s technical capacity,degree of transactional control,algorithmic amplification,commercial benefit,and procedural safeguards. 展开更多
关键词 safe harbour rule e-commerce platforms artificial intelligence(AI) cloud computing platform liability algorithmic governance China-EU comparison
Digital Marketing and B2B Cross-Border E-Commerce: A Case Study of Alibaba International Station in China 认领 引用 被引量:5
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作者 Qianyu Li Jiaxuan Sun 《Proceedings of Business and Economic Studies》 2023年第6期76-80,共5页
The rapid development of the“Internet+”has ushered in a new era of global digital technology innovation.Concurrent with the deepening trends of economic globalization and integration,international trade is progressi... The rapid development of the“Internet+”has ushered in a new era of global digital technology innovation.Concurrent with the deepening trends of economic globalization and integration,international trade is progressively undergoing extensive digitization,with cross-border e-commerce emerging as a significant manifestation of this transformation.Within this landscape,the cross-border e-commerce B2B platform is anticipated to become a pivotal driver for China’s cross-border trade growth,representing a strategic opportunity for trade transformation.This paper provides a comprehensive examination of the concepts,characteristics,and development status of cross-border e-commerce and B2B platforms,considering both global and Chinese perspectives.Focusing on a prominent case study,Alibaba International Station,a B2B cross-border e-commerce platform,the paper delves into its business model and core competencies,offering a thorough analysis of its role in the intricacies of international e-commerce and its contribution to the field.Drawing on insights gained,the paper concludes by presenting targeted recommendations from both the platform and government perspectives.These suggestions are informed by a nuanced understanding of the development opportunities and challenges facing China’s cross-border e-commerce B2B platforms. 展开更多
关键词 Digital economy Cross-border e-commerce B2B platform 2.0 Business model analysis Alibaba International Station
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Leveling the Playing Field China’s first e-commerce law takes effect in an effort to regulate the industry 认领 引用
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作者 Li Jing 《ChinAfrica》 2019年第3期42-43,共2页
Gao Difan,27,was overjoyed with the Givenchy lipstick she bought herself as a Christmas gift via a daigou.on Taobao,one of the most famous e-commerce platforms in China.A daigou is the name given to an intermediary wh... Gao Difan,27,was overjoyed with the Givenchy lipstick she bought herself as a Christmas gift via a daigou.on Taobao,one of the most famous e-commerce platforms in China.A daigou is the name given to an intermediary who travels or lives abroad and buys products on behalf of people in China. 展开更多
关键词 Taobao e-commerce platforms daigou
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Research on the Development Model ofE - commerce Finance: A Case Study of the Cross-border Cooperation in Finance between banks and E-commerce companies 认领 引用
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作者 Chen Lin Wu Jingjing Wang Jingjing 《International English Education Research》 2015年第4期15-17,共3页
This purpose of this article is to provide an overview of the research situation and the development model of the E-commerce finance. This article takes the cross-border cooperation in finance between banks and E-comm... This purpose of this article is to provide an overview of the research situation and the development model of the E-commerce finance. This article takes the cross-border cooperation in finance between banks and E-commerce companies. This paper introduces three development models of E-commerce finance. Banks set up their own E-commerce platform. The banks take advantage of E-commerce platform. The E-commerce companies run financial business. The theoretical findings reported in this paper pave the way for embarking on the promising and relevant future research. 展开更多
关键词 E-commerce finance E-commerce platform Internet finance
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多边平台架构、产业创新服务综合体与集群价值创造 认领 引用
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作者 郑小碧 吕元媛 《研究与发展管理》 CSSCI 北大核心 2026年第3期126-139,共14页
产业创新服务综合体作为集聚公共科技创新资源、服务产业集群中小企业的重要平台,其价值创造的深层逻辑尚待系统揭示。基于“结构—行为”分析框架,利用浙江省138家产业创新服务综合体的问卷调查数据,构建结构方程模型,探究产业创新服... 产业创新服务综合体作为集聚公共科技创新资源、服务产业集群中小企业的重要平台,其价值创造的深层逻辑尚待系统揭示。基于“结构—行为”分析框架,利用浙江省138家产业创新服务综合体的问卷调查数据,构建结构方程模型,探究产业创新服务综合体的价值创造机制及其影响因素。研究发现:产业创新服务综合体的价值创造由结构性机制与行为性机制共同驱动,前者涵盖多边平台机制与生态网络机制,后者包括资源编排机制与协同管理机制。多边平台机制通过优化对话机制、畅通沟通渠道、增强风险防范与透明度正向促进价值创造,生态网络机制通过自组织演化、多样性共生与开放性协同提升价值创造水平,资源编排机制借助资源构建、转换与协调推动综合体发展,而协同管理机制则从知识维度、空间维度与逻辑维度增强价值创造能力。不同综合体的创新要素类型、服务辐射范围与运营主体属性在部分路径中具有调节效应。研究结论为理解产业创新服务综合体的价值创造逻辑提供了新的理论分析框架,并为优化其运营管理提供了实践启示。 展开更多
关键词 产业创新服务综合体 多边平台 价值创造 产业集群
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Towards a Cooperative Global Future——China’s Global Governance Initiative lays emphasis on concrete actions aimed at promoting peace and development rather than on symbolic declarations 认领 引用
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作者 BUSANI NGCAWENI 《ChinAfrica》 2026年第2期16-17,共2页
As we enter the year 2026,the international system continues to receive shocks from Donald Trump,arguably the 21st century’s most disruptive US leader.His return to the White House in 2025 coincided with the 80th ann... As we enter the year 2026,the international system continues to receive shocks from Donald Trump,arguably the 21st century’s most disruptive US leader.His return to the White House in 2025 coincided with the 80th anniversary of the defeat of fascism and the establishment of the United Nations,the multilateral platform that carried the world’s hope for peace,restraint and collective security.The coincidence was unsettling.A world order designed to limit power now confronts a moment in which power is exercised openly,transactionally and unapologetically. 展开更多
关键词 multilateral platform cooperative global future development Donald Trump united nationsthe peace Chinas global governance initiative symbolic declarations
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Platform governance and green responsibility:innovative applications and policy synergies of Extended Producer Responsibility in e-commerce recycling systems 认领 引用
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作者 Qianji Yao 《Advances in Social Behavior Research》 2025年第6期116-120,共5页
The rapid development of e-commerce has led to a packaging waste disaster,and the traditional Extended Producer Responsibility system is powerless in the face of the platform economy.This study takes Taobao,JD.com,and... The rapid development of e-commerce has led to a packaging waste disaster,and the traditional Extended Producer Responsibility system is powerless in the face of the platform economy.This study takes Taobao,JD.com,and Pinduoduo as observational samples to reveal how e-commerce platforms are reshaping the environmental responsibility system through digital technology.Relying on infrastructure such as smart lockers and AI traceability systems,major platforms have established a packaging recycling network covering 28,000 communities.The research found that when the platform assumes the role of“virtual producer,”through innovative mechanisms such as reverse logistics coordination and user point incentives,the packaging recycling rate can be increased to three times the industry average.Technical means such as QR codes on express delivery slips and mini-games on garbage classification allow consumers to scan the codes to participate in recycling and receive coupons.This gamification strategy significantly improves user engagement.However,drawbacks such as data black boxes and cost allocation still limit the model's promotion.It is necessary to address the problem of multi-stakeholder interest games through a flexible regulatory framework.Practice has proven that the liability system dominated by digital platforms provides a new paradigm for environmental protection in e-commerce,and its widespread implementation relies on policy innovation through government and business collaboration. 展开更多
关键词 Extended Producer Responsibility platform governance e-commerce sustainability circular economy reverse logistics
Regulatory pathways for e-commerce platforms’abuse of relative market power 认领 引用
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作者 Yibo Wang 《Advances in Social Behavior Research》 2025年第9期87-93,共7页
The development of Internet technologies has produced a large number of Internet enterprises,and competition among e-commerce platforms has become concentrated such that platforms hold clear advantages over the mercha... The development of Internet technologies has produced a large number of Internet enterprises,and competition among e-commerce platforms has become concentrated such that platforms hold clear advantages over the merchants operating within them.E-commerce platforms’abuse of relative market power has inflicted substantial harm on in-platform merchants,competing businesses,consumers,and the market environment as a whole—for example,by setting pricing thresholds,monopolizing industry benefits,and obstructing fair competition.In the absence of a complete legal framework,the E-commerce Law should be used as the entry point to improve legislation governing platforms’advantageous positions.The dependence theory should be promoted to precisely characterize platforms’abusive conduct;legislation and enforcement under the E-commerce Law should be effectively aligned with the Anti-Unfair Competition Law;and practical regulatory measures—such as integrating existing enforcement resources for coordinated supervision and issuing representative case rulings—should be employed to reasonably curb platforms’abuse of relative market power. 展开更多
关键词 e-commerce platforms abuse of dominant/advantageous position legal regulation
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