{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,13]],"date-time":"2026-01-13T14:37:19Z","timestamp":1768315039278,"version":"3.49.0"},"reference-count":28,"publisher":"Wiley","license":[{"start":{"date-parts":[[2021,8,24]],"date-time":"2021-08-24T00:00:00Z","timestamp":1629763200000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100009102","name":"Education Department of Jiangxi Province","doi-asserted-by":"publisher","award":["GJJ202505"],"award-info":[{"award-number":["GJJ202505"]}],"id":[{"id":"10.13039\/501100009102","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100009102","name":"Education Department of Jiangxi Province","doi-asserted-by":"publisher","award":["NGRCZX-20-11"],"award-info":[{"award-number":["NGRCZX-20-11"]}],"id":[{"id":"10.13039\/501100009102","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Nanchang Institute of Science and Technology","award":["GJJ202505"],"award-info":[{"award-number":["GJJ202505"]}]},{"name":"Nanchang Institute of Science and Technology","award":["NGRCZX-20-11"],"award-info":[{"award-number":["NGRCZX-20-11"]}]},{"DOI":"10.13039\/501100008012","name":"Wuhan Donghu University","doi-asserted-by":"publisher","award":["GJJ202505"],"award-info":[{"award-number":["GJJ202505"]}],"id":[{"id":"10.13039\/501100008012","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100008012","name":"Wuhan Donghu University","doi-asserted-by":"publisher","award":["NGRCZX-20-11"],"award-info":[{"award-number":["NGRCZX-20-11"]}],"id":[{"id":"10.13039\/501100008012","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Mobile Information Systems"],"published-print":{"date-parts":[[2021,8,24]]},"abstract":"<jats:p>In recent years, with the rapid development of network technology and mobile clients, the upsurge of online shopping users has been accelerated. The development of e-commerce has become a key factor affecting the economy. At the same time, in the process of online shopping, users produce a large number of user access data and transaction data, which seem messy but contain huge commercial value. E-commerce urgently needs to mine its own data information and related data so as to obtain competitive advantage. Web data mining technology has become the focus of research in universities and enterprises. This paper summarizes these two methods and explains their advantages and disadvantages, respectively. Next, based on the advantages and disadvantages of model control and logic analysis, a logic analysis method based on model control is proposed. A formal analysis method combining finite machine and logic is proposed. This new method can analyze the responsibility, fairness, and timeliness of e-commerce protocol, provide a state transition diagram describing the working principle of the protocol, and fully analyze the responsibilities of all parties when repeated attacks occur. Experiments show that the efficiency of e-commerce is improved by 30%. As mentioned above, this paper hopes to play a certain role in the development of e-commerce. This paper summarizes the time series of e-commerce data, sales changes, and the sensitivity of consumer goods, which is conducive to the prediction and evaluation of the market, seize the market trend, and provide better decision-making.<\/jats:p>","DOI":"10.1155\/2021\/4825643","type":"journal-article","created":{"date-parts":[[2021,8,25]],"date-time":"2021-08-25T18:05:05Z","timestamp":1629914705000},"page":"1-7","source":"Crossref","is-referenced-by-count":4,"title":["Application of Mobile Big Data and Artificial Intelligence in the Efficiency of E-Commerce Industry"],"prefix":"10.1155","volume":"2021","author":[{"given":"Hongkai","family":"Cui","sequence":"first","affiliation":[{"name":"School of Economics and Management, Chang\u2019an University, Xi\u2019an 710064, Shaanxi, China"},{"name":"Department of Transportation of Shaanxi Province, Xi\u2019an 710075, Shaanxi, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1594-6571","authenticated-orcid":true,"given":"Lina","family":"Xiao","sequence":"additional","affiliation":[{"name":"School of Management, Wuhan Donghu University, Wuhan 430000, Hubei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaheng","family":"Zhang","sequence":"additional","affiliation":[{"name":"College of Business and Trade, Nanchang Institute of Science and Technology, Nanchang 330108, Jiangxi, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.4018\/joeuc.2019010104"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.4018\/joeuc.2019040105"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.4018\/joeuc.2018100105"},{"key":"4","first-page":"48","article-title":"Research on the construction mode of agricultural products network marketing system in the E-commerce era","volume":"19","author":"Z. Li","year":"2018","journal-title":"Economic Research Guide"},{"issue":"4","key":"5","first-page":"117","article-title":"Research on the development of rural E-commerce in my country","volume":"38","author":"X. Teng","year":"2016","journal-title":"Logistics Engineering and Management"},{"issue":"7","key":"6","first-page":"93","article-title":"Research on the collaborative development path of e-commerce and express logistics","volume":"28","author":"S. Wu","year":"2016","journal-title":"Management Review"},{"key":"7","first-page":"00146","article-title":"Research on price competition between e-commerce retailers and traditional retailers","volume":"7","author":"Z. Xiao","year":"2016","journal-title":"Economics"},{"key":"8","first-page":"335","article-title":"Current status and operation mode of cross-border e-commerce logistics in my country","volume":"15","author":"T. 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Wang","year":"2016","journal-title":"Chinese Market"},{"issue":"1","key":"17","first-page":"133","article-title":"Research on the development of China\u2019s cross-border E-commerce and government supervision: taking small cross-border online shopping as an example","volume":"33","author":"B. Zhao","year":"2017","journal-title":"Reform and Strategy"},{"key":"18","first-page":"66","article-title":"Research on the development strategy of cross-border e-commerce under the background of \u201cone belt one road\u201d initiative","volume":"6","author":"Y. Du","year":"2016","journal-title":"Economic System Reform"},{"issue":"161","key":"19","first-page":"135","article-title":"Analysis of e-commerce model","volume":"17","author":"W. Shen","year":"2017","journal-title":"Taxation"},{"key":"20","first-page":"28","article-title":"The development model and strategy suggestion of my country\u2019s cross-border e-commerce","volume":"4","author":"Y. 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Yang","year":"2017","journal-title":"Taxation"}],"container-title":["Mobile Information Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/misy\/2021\/4825643.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/misy\/2021\/4825643.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/misy\/2021\/4825643.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,8,25]],"date-time":"2021-08-25T18:05:39Z","timestamp":1629914739000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/misy\/2021\/4825643\/"}},"subtitle":[],"editor":[{"given":"Sang-Bing","family":"Tsai","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2021,8,24]]},"references-count":28,"alternative-id":["4825643","4825643"],"URL":"https:\/\/doi.org\/10.1155\/2021\/4825643","relation":{},"ISSN":["1875-905X","1574-017X"],"issn-type":[{"value":"1875-905X","type":"electronic"},{"value":"1574-017X","type":"print"}],"subject":[],"published":{"date-parts":[[2021,8,24]]}}}