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.
    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. 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.
    5. 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).
    6. 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.
    7. 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.
    8. 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.
    9. Mashaal A. M. Saif & Nazimah Hussin & Maizaitulaidawati Md Husin & Ayed Alwadain & Ayon Chakraborty, 2022. "Determinants of the Intention to Adopt Digital-Only Banks in Malaysia: The Extension of Environmental Concern," Sustainability, MDPI, vol. 14(17), pages 1-32, September.
    10. Oussama Tounekti & Antonio Ruiz-Martínez & Antonio F. Skarmeta-Gómez, 2021. "Users’ Evaluation of a New Web Browser Payment Interface for Facilitating the Use of Multiple Payment Systems," Sustainability, MDPI, vol. 13(9), pages 1-24, April.
    11. Irene Y. L. Chen & Yi-Shun Wang & Bo-Ruei Li, 2021. "Investigating the Relative Performance of Bricks-and-Mortar, Clicks-and-Mortar, and Pure-Click Firms in Taiwan," Sustainability, MDPI, vol. 13(6), pages 1-17, March.
    12. Yunrong Li & Ricardo Mora, 2022. "On the use of social networking services and the ability to socialize: evidence from Chinese children aged 10 to 15," Applied Economics, Taylor & Francis Journals, vol. 54(49), pages 5639-5654, October.
    13. Talwar, Shalini & Dhir, Amandeep & Khalil, Ashraf & Mohan, Geetha & Islam, A.K.M. Najmul, 2020. "Point of adoption and beyond. Initial trust and mobile-payment continuation intention," Journal of Retailing and Consumer Services, Elsevier, vol. 55(C).
    14. Jen Sheng Wang, 2021. "Exploring biometric identification in FinTech applications based on the modified TAM," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-24, December.
    15. Carlos Tam & Diogo Santos & Tiago Oliveira, 2020. "Exploring the influential factors of continuance intention to use mobile Apps: Extending the expectation confirmation model," Information Systems Frontiers, Springer, vol. 22(1), pages 243-257, February.
    16. Emmanuel Kofi Penney & James Agyei & Eric Kofi Boadi & Eugene Abrokwah & Richmond Ofori-Boafo, 2021. "Understanding Factors That Influence Consumer Intention to Use Mobile Money Services: An Application of UTAUT2 With Perceived Risk and Trust," SAGE Open, , vol. 11(3), pages 21582440211, June.
    17. Maxime Delabarre, 2021. "FinTech in the Financial Market," SciencePo Working papers Main hal-03107769, HAL.
    18. Untung Rahardja & Claudia Teresa Sigalingging & Panca O. Hadi Putra & Achmad Nizar Hidayanto & Kongkiti Phusavat, 2023. "The Impact of Mobile Payment Application Design and Performance Attributes on Consumer Emotions and Continuance Intention," SAGE Open, , vol. 13(1), pages 21582440231, March.
    19. Lew, Susan & Tan, Garry Wei-Han & Loh, Xiu-Ming & Hew, Jun-Jie & Ooi, Keng-Boon, 2020. "The disruptive mobile wallet in the hospitality industry: An extended mobile technology acceptance model," Technology in Society, Elsevier, vol. 63(C).
    20. Kamal Abubker Abrahim Sleiman & Wang Jin & Lan Juanli & Hong Zhen Lei & Jingyi Cheng & Yuanxin Ouyang & Wenge Rong, 2022. "The Factors of Continuance Intention to Use Mobile Payments in Sudan," SAGE Open, , vol. 12(3), pages 21582440221, August.

    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.