IDEAS home Printed from https://ideas.repec.org/a/spr/ijsaem/v13y2022i3d10.1007_s13198-021-01393-4.html
   My bibliography  Save this article

BP neural network-based mobile payment risk prediction in cloud computing environment and its impact on e-commerce operation

Author

Listed:
  • Honghong Wang

    (Zibo Vocational Institute)

Abstract

The purpose is to improve the accuracy of e-commerce mobile payment risk prediction, and further analyze the characteristics of mobile payment users and their impact on e-commerce activities, to solve the problem of mobile payment in different business environments. Based on the preliminary exploration of cloud computing, first, the concept of mobile payment and related theories are elaborated, and the development and operation mode of e-commerce are discussed. Mobile payment based on financial technology, online shopping and social entertainment are analysed, respectively. Based on BP neural network and data mining technology, multi-dimensional e-commerce mobile payment risk time series are analyzed, and e-commerce mobile payment risk prediction model is constructed. The comparative experiment reveals that the risk prediction deviation of e-commerce mobile payment based on BP neural network is very small, which can track the change characteristics of e-commerce mobile payment risk with high precision, and the efficiency of e-commerce mobile payment risk prediction is very high. In the cloud computing environment, mobile payment can analyze financial products and improve transaction security. Moreover, it can carry out product research and analysis, solve the risk problem under the background of online shopping, and promote the diversified development of e-commerce under the background of social entertainment.

Suggested Citation

  • Honghong Wang, 2022. "BP neural network-based mobile payment risk prediction in cloud computing environment and its impact on e-commerce operation," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 13(3), pages 1072-1080, December.
  • Handle: RePEc:spr:ijsaem:v:13:y:2022:i:3:d:10.1007_s13198-021-01393-4
    DOI: 10.1007/s13198-021-01393-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s13198-021-01393-4
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s13198-021-01393-4?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Se-Hak Chun, 2019. "E-Commerce Liability and Security Breaches in Mobile Payment for e-Business Sustainability," Sustainability, MDPI, vol. 11(3), pages 1-18, January.
    2. Ajao Qasim & Emad Abu-Shanab, 2016. "Drivers of mobile payment acceptance: The impact of network externalities," Information Systems Frontiers, Springer, vol. 18(5), pages 1021-1034, October.
    3. Liébana-Cabanillas, F. & Lara-Rubio, J., 2017. "Predictive and explanatory modeling regarding adoption of mobile payment systems," Technological Forecasting and Social Change, Elsevier, vol. 120(C), pages 32-40.
    4. Kwak, Jooyoung & Zhang, Yue & Yu, Jiang, 2019. "Legitimacy building and e-commerce platform development in China: The experience of Alibaba," Technological Forecasting and Social Change, Elsevier, vol. 139(C), pages 115-124.
    5. Jing Xu & Jie Wang & Ye Tian & Jiangpeng Yan & Xiu Li & Xin Gao, 2020. "SE-stacking: Improving user purchase behavior prediction by information fusion and ensemble learning," PLOS ONE, Public Library of Science, vol. 15(11), pages 1-17, November.
    6. Xing Wan & Jing Chen, 2019. "The relationship between platform choice and supplier’s efficiency- evidence from China’s online to offline (O2O)e-commerce platforms," Electronic Markets, Springer;IIM University of St. Gallen, vol. 29(2), pages 153-166, June.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Wei-Lun Chang & Li-Ming Chen & Takako Hashimoto, 2022. "Cashless Japan: Unlocking Influential Risk on Mobile Payment Service," Information Systems Frontiers, Springer, vol. 24(5), pages 1515-1528, October.
    2. Xin Lin & RunZe Wu & Yong-Taek Lim & Jieping Han & Shih-Chih Chen, 2019. "Understanding the Sustainable Usage Intention of Mobile Payment Technology in Korea: Cross-Countries Comparison of Chinese and Korean Users," Sustainability, MDPI, vol. 11(19), pages 1-23, October.
    3. Aloys Prinz, 2019. "The microeconomics of mobile payments," Netnomics, Springer, vol. 20(2), pages 129-151, December.
    4. Rodríguez-López, María Eugenia & Higueras-Castillo, Elena & Rojas-Lamorena, Álvaro J. & Alcántara-Pilar, Juan Miguel, 2024. "The future of TV-shopping: predicting user purchase intention through an extended technology acceptance model," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    5. Abhipsa Pal & Tejaswini Herath & Rahul De’ & H. Raghav Rao, 2021. "Is the Convenience Worth the Risk? An Investigation of Mobile Payment Usage," Information Systems Frontiers, Springer, vol. 23(4), pages 941-961, August.
    6. Simplice A. Asongu & Sara Roux, 2024. "The Role of Mobile Money Innovations in the Effect of Inequality on Poverty and Severity of Poverty in Sub-Saharan Africa," Information Systems Frontiers, Springer, vol. 26(4), pages 1565-1579, August.
    7. Tachia Chin & Francesco Caputo & Yi Shi & Mario Calabrese & Chiraz Aouina‐Mejri & Armando Papa, 2022. "Depicting the role of cross‐cultural legitimacy for responsible innovation in Asian‐Pacific business models: A dialectical systems view of Yin‐Yang harmony," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(6), pages 2083-2093, November.
    8. Abu H. Ayob, 2021. "E-commerce adoption in ASEAN: who and where?," Future Business Journal, Springer, vol. 7(1), pages 1-11, December.
    9. Caprotti, Federico & Liu, Dong, 2020. "Emerging platform urbanism in China: Reconfigurations of data, citizenship and materialities," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    10. Al-Adwan, Ahmad Samed & Al-Debei, Mutaz M. & Dwivedi, Yogesh K., 2022. "E-commerce in high uncertainty avoidance cultures: The driving forces of repurchase and word-of-mouth intentions," Technology in Society, Elsevier, vol. 71(C).
    11. Muhammad Iskandar Hamzah, 2024. "Fear of COVID-19 disease and QR-based mobile payment adoption: a protection motivation perspective," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 29(3), pages 946-963, September.
    12. Yusuf Adeneye & Fathyah Hashim & Yusuf Babatunde Rahman & Normaizatul Akma Saidi, 2023. "COVID-19 Dynamics and Financing of Cash Flow Shortages: Evidence from Firm-Level Survey," Capital Markets Review, Malaysian Finance Association, vol. 31(2), pages 23-53.
    13. Aditya Halim Perdana Kusuma Putra, 2024. "Learning from the Past Bridging Digital and Physical Markets: A Guidelines for Future Research Agenda of Online-to-Offline (O2O) Marketing Strategy," International Review of Management and Marketing, Econjournals, vol. 14(3), pages 82-96, May.
    14. Kamal Abubker Abrahim Sleiman & Lan Juanli & Hongzhen Lei & Ru Liu & Yuanxin Ouyang & Wenge Rong, 2021. "User Trust levels and Adoption of Mobile Payment Systems in China: An Empirical Analysis," SAGE Open, , vol. 11(4), pages 21582440211, November.
    15. Marta Campos Ferreira & Manuel Oliveira & Teresa Galvão Dias, 2022. "To Use or Not to Use? Investigating What Drives Tourists to Use Mobile Ticketing Services in Tourism," Sustainability, MDPI, vol. 14(11), pages 1-16, May.
    16. Fung, Derrick W.H. & Lee, Wing Yan & Yeh, Jason J.H. & Yuen, Fei Lung, 2020. "Friend or foe: The divergent effects of FinTech on financial stability," Emerging Markets Review, Elsevier, vol. 45(C).
    17. Wu, Mian & Liu, Yulong & Chung, Henry F.L. & Guo, Shoujia, 2022. "When and how mobile payment platform complementors matter in cross-border B2B e-commerce ecosystems? An integration of process and modularization analysis," Journal of Business Research, Elsevier, vol. 139(C), pages 843-854.
    18. Shelly Gupta & Sanjay Dhingra, 2022. "Modeling the key factors influencing the adoption of mobile financial services: an interpretive structural modeling approach," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 27(2), pages 96-110, June.
    19. Xiongfei Cao & Sohail Chaudhry & Li Xu, 2019. "Electronic markets in emerging markets," Electronic Markets, Springer;IIM University of St. Gallen, vol. 29(2), pages 151-152, June.
    20. Li, Xin & Balasubramanian, Hari & Chen, Yan & Pang, Chuan, 2024. "Managing conflicting revenue streams from advertisers and subscribers for online platforms," European Journal of Operational Research, Elsevier, vol. 314(1), pages 241-254.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:ijsaem:v:13:y:2022:i:3:d:10.1007_s13198-021-01393-4. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.