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Cross-Lingual Low-Resource Set-to-Description Retrieval for Global E-Commerce [article]

Juntao Li, Chang Liu, Jian Wang, Lidong Bing, Hongsong Li, Xiaozhong Liu, Dongyan Zhao, Rui Yan
2020 arXiv   pre-print
In this paper, we explore a new task of cross-lingual information retrieval, i.e., cross-lingual set-to-description retrieval in cross-border e-commerce, which involves matching product attribute sets  ...  cross-border e-commerce.  ...  Introduction Cross-border online shopping has become popular in the past few years, and e-commerce platforms start to pay more effort in improving their user experience.  ... 
arXiv:2005.08188v1 fatcat:2xbuszoc4jegfnmgsihmupkznu

Cross-Lingual Low-Resource Set-to-Description Retrieval for Global E-Commerce

Juntao Li, Chang Liu, Jian Wang, Lidong Bing, Hongsong Li, Xiaozhong Liu, Dongyan Zhao, Rui Yan
2020 PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE  
In this paper, we explore a new task of cross-lingual information retrieval, i.e., cross-lingual set-to-description retrieval in cross-border e-commerce, which involves matching product attribute sets  ...  cross-border e-commerce.  ...  Introduction Cross-border online shopping has become popular in the past few years, and e-commerce platforms start to pay more effort in improving their user experience.  ... 
doi:10.1609/aaai.v34i05.6335 fatcat:qedkc32b6zakblet44yyi2arq4

Predictive Analysis of User Behavior Processes in Cross-Border E-Commerce Enterprises Based on Deep Learning Models

Li Yan, Mohammad Ayoub Khan
2022 Security and Communication Networks  
In this paper, through the problem of predicting the e-commerce user behavior process, the model usually needs to focus on both long-term preferences and short-term preferences of e-commerce users in the  ...  Currently, the global consumer market is moving toward digitalization, and cross-border e-commerce enterprises are no exception and have to make adjustments in their operational strategies.  ...  When setting product prices, cross-border e-commerce enterprises will understand the prices of similar products on major platforms to determine a more competitive price dimension, but this process is dynamic  ... 
doi:10.1155/2022/1560017 fatcat:tutzpgk6orbbvidupwhqhkjjwa

Analysis of the Business Model of C2B Cross-Border E-Commerce Platform Based on Deep Learning

Jun He, Jian Su
2021 Security and Communication Networks  
E-commerce integrates traditional offline business resources with a brand-new model, so that products can be sold to consumers everywhere.  ...  This paper studies the business model analysis of C2B cross-border EC platforms based on deep learning.  ...  Cross-border e-commerce is divided into export cross-border e-commerce and import cross-border e-commerce. Application of Deep Learning in C2B Cross-Border EC Platform.  ... 
doi:10.1155/2021/9025986 fatcat:kcqaajatxjfblonsnyqykstdvq

Research and Design of Cross-Language Vertical Search Engine for Special Agricultural E-commerce Platform

Yaru Cao, Ning Ma, Fucheng Wan, Xiangzhen He, Changde Lu, Xuesheng Pei, Jianning Su
2018 MATEC Web of Conferences  
Based on the research of vertical search engine and cross-language information retrieval, a crosslanguage vertical search engine design for e-commerce platform is proposed.  ...  Cross-language in this article mainly refers to the conversion of Chinese, English, and Tibetan.  ...  When he was faced with a huge Chinese webpage in e-commerce, they couldn't retrieve the Chinese products they wanted.  ... 
doi:10.1051/matecconf/201817603014 fatcat:jshk2w4s4netxp4675zaeorihq

EENMF: An End-to-End Neural Matching Framework for E-Commerce Sponsored Search [article]

Wenjin Wu, Guojun Liu, Hui Ye, Chenshuang Zhang, Tianshu Wu, Daorui Xiao, Wei Lin, Xiaoyu Zhu
2018 arXiv   pre-print
E-commerce sponsored search contributes an important part of revenue for the e-commerce company.  ...  In the real traffic of a large-scale e-commerce sponsored search, the proposed approach significantly outperforms the baseline.  ...  ACKNOWLEDGMENT e authors would like to thank the colleagues for their valuable supports, such as Yan Zhang, Genbao Chen, Yuping Jiang, Hao Wan, Sheng Xu, Zhenkui Huang, Qing Ye, Tao Ma, Hang Xiang, Di  ... 
arXiv:1812.01190v4 fatcat:qlg2miqiofc4nncucgulrknuj4

Theoretical Analysis of Cross-border E-commerce Effecting Consumption Upgrade

2022 Journal of Global Economy, Business and Finance  
Through the realistic basis of cross-border E-commerce and consumption upgrade, this paper explains the mechanism of cross-border E-commerce influencing consumption upgrade through revenue, network, logistics  ...  As a direct link between China's super market and the international market, it has been an issue whether cross-border E-commerce can drive consumption upgrade.  ...  Acknowledgement This paper is supported by Hunan Postgraduate Research and Innovation Project "The Mediation Effect Research of Cross-border E-commerce Driving Consumption upgrade from a Multidimensional  ... 
doi:10.53469/jgebf.2022.04(03).06 fatcat:yyyz3qncefhexfpbhsdkavrsby

Analysis on the Cross-Border B2B E-Commerce of Henan Province in China

2019 International Journal of Managerial Studies and Research  
Furthermore, there are still some problems in the cross-border B2B e-commerce in Henan Province.  ...  e-commerce industry.  ...  In addition, the cross-border e-commerce B2B platform can also simplify the export process of products and effectively reduce the transaction cost of products.  ... 
doi:10.20431/2349-0349.0802003 fatcat:2n4grrtkdbhh3arykkswpzj2pu

ACE-BERT: Adversarial Cross-modal Enhanced BERT for E-commerce Retrieval [article]

Boxuan Zhang, Chao Wei, Yan Jin, Weiru Zhang
2021 arXiv   pre-print
Nowadays on E-commerce platforms, products are presented to the customers with multiple modalities.  ...  We propose a novel Adversarial Cross-modal Enhanced BERT (ACE-BERT) for efficient E-commerce retrieval. In detail, ACE-BERT leverages the patch features and pixel features as image representation.  ...  CONCLUSION In this paper, we focus on the query text and product matching in cross-modal retrieval of the E-commerce.  ... 
arXiv:2112.07209v1 fatcat:fa3fvsvgojeopginqgdijxt3aq

Introduction to special issue on eCommerce search and recommendation

Andrew Trotman, Surya Kallumadi, Jon Dagenhardt
2020 Information retrieval (Boston)  
In "Deep Cross-platform Product Matching in E-commerce", Li et al. (2020) discuss cross-site product matching. They observe different sites describing the same product in different ways.  ...  Airbnb are completely dependent on search to match users with products.  ... 
doi:10.1007/s10791-020-09370-4 fatcat:pomjh62zjrhvncqwixvwqdomwm

From Semantic Retrieval to Pairwise Ranking: Applying Deep Learning in E-commerce Search [article]

Rui Li, Yunjiang Jiang, Wenyun Yang, Guoyu Tang, Songlin Wang, Chaoyi Ma, Wei He, Xi Xiong, Yun Xiao, Eric Yihong Zhao
2021 arXiv   pre-print
We introduce deep learning models to the two most important stages in product search at JD.com, one of the largest e-commerce platforms in the world.  ...  Specifically, we outline the design of a deep learning system that retrieves semantically relevant items to a query within milliseconds, and a pairwise deep re-ranking system, which learns subtle user  ...  Here we share our experiences and promising results of applying deep learning for both stages in e-commerce search at JD.com.  ... 
arXiv:2103.12982v1 fatcat:3w4gbvnu4nestkjb2ta6g2idke

Exploration of Intellectual Property Protection Strategies for Cross-border E-commerce

ChunYi Lin, L. Duan, A.Z. Abdullah
2021 E3S Web of Conferences  
aimed at the weak awareness of intellectual property and the copycatting of enterprise products, which are common in the operation of cross-border e-commerce enterprises in China.  ...  Abstract— The continued advancement of the "One Belt, One Road" strategy, coupling with the rapid development of the Internet, has provided a convenient online platform for cross-border e-commerce enterprises  ...  for 37.6% of China's total import and export, coupled with the upgrading and development of cross-border e-commerce platforms, cross-border e-commerce industry is bound to continue to grow rapidly.At  ... 
doi:10.1051/e3sconf/202124501062 fatcat:ax3jxh6p3jdgbdtzpfnimutihe

Exploiting Latent Codes: Interactive Fashion Product Generation, Similar Image Retrieval, and Cross-Category Recommendation using Variational Autoencoders [article]

James-Andrew Sarmiento
2020 arXiv   pre-print
Fashion product images dataset containing eyewear, footwear, and bags are appropriate to illustrate that this pipeline is applicable in the booming industry of e-commerce enabling direct user interaction  ...  The rise of deep learning applications in the fashion industry has fueled advances in curating large-scale datasets to build applications for product design, image retrieval, and recommender systems.  ...  Acknowledgments The author would like to express his gratitude to his professor, Rowel Atienza. for imparting him knowledge in this study.  ... 
arXiv:2009.01053v1 fatcat:pyhujzakfva4nmjsrwmq44khsy

Cross-Border E-Commerce Trade and Industrial Clusters: Evidence from China

Chenggang Wang, Tiansen Liu, Jinliang Wang, Dongrong Li, Duo Wen, Polina Ziomkovskaya, Yang Zhao
2022 Sustainability  
path of China's cross-border e-commerce trade and industrial clusters.  ...  cross-border e-commerce trade and industrial clusters. (3) There is an obvious positive interaction between the main components of cross-border e-commerce trade and the main components of industrial clusters  ...  In order to judge whether the evaluation of the theoretical model and the collected data were suitable, this paper chooses the fit test method to test accordingly.  ... 
doi:10.3390/su14063576 fatcat:n7weay6erveavoxeltj2nkw2ce

Analysis on Pinduoduo Business Model and Future Development Strategy based on Sinking Market

Nie Cheng, Xinyu Huang, Jing Qian
2021 BCP Business & Management  
In the current situation, Pinduoduo's moat is weak in terms of intangible assets and user conversion costs due to the poor quality of most of the products on its platform and that its primary users are  ...  This paper analyses Pinduoduo's success and make suggestions to help it further improve its business model for the long term and provide a reference experience of similar e-commerce companies by using  ...  Introduction In recent years, mainstream e-commerce companies such as Tmall, Jingdong, and Suning have taken 90% of the market share in the e-commerce sector.  ... 
doi:10.54691/bcpbm.v16i.312 fatcat:mpnbdfwqmrh6tg2stuie5233wq
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