{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T06:42:54Z","timestamp":1777704174237,"version":"3.51.4"},"reference-count":13,"publisher":"SAGE Publications","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IFS"],"published-print":{"date-parts":[[2021,4,12]]},"abstract":"<jats:p>In the process of e-commerce transactions, a large amount of data will be generated, whose effective classification is one of current research hotspots. An improved feature selection method was proposed based on the characteristics of Bayesian classification algorithm. Due to the long training and testing time of modern large-scale data classification on a single computer, a data classification algorithm based on Naive Bayes was designed and implemented on the Hadoop distributed platform. The experimental results showed that the improved algorithm could effectively improve the accuracy of classification, and the designed parallel Bayesian data classification algorithm had high efficiency, which was suitable for the processing and analysis of massive data.<\/jats:p>","DOI":"10.3233\/jifs-189421","type":"journal-article","created":{"date-parts":[[2020,10,30]],"date-time":"2020-10-30T12:32:27Z","timestamp":1604061147000},"page":"5819-5826","source":"Crossref","is-referenced-by-count":2,"title":["E-Commerce data classification in the cloud environment based on bayesian algorithm"],"prefix":"10.1177","volume":"40","author":[{"given":"Bing","family":"Xu","sequence":"first","affiliation":[{"name":"School of Economics and Management, Chongqing Jiaotong University, Chongqing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","reference":[{"key":"10.3233\/JIFS-189421_ref2","unstructured":"Han J.W. and Kamber M. , Data mining concept and technology[M], China Machine Press, (2007)."},{"issue":"7","key":"10.3233\/JIFS-189421_ref5","doi-asserted-by":"crossref","first-page":"941","DOI":"10.1109\/TKDE.2006.103","article-title":"A self-organizing computing network for decision-making in data sets with a diversity of data types[J]","volume":"18","author":"Wu","year":"2006","journal-title":"IEEE Transactions on Knowledge and Data Engineering"},{"issue":"1","key":"10.3233\/JIFS-189421_ref8","doi-asserted-by":"crossref","first-page":"107","DOI":"10.1145\/1327452.1327492","article-title":"Map Reduce: simplified data processing on large cluster [J]","volume":"51","author":"Dean","year":"2008","journal-title":"Communication of the ACM"},{"key":"10.3233\/JIFS-189421_ref9","unstructured":"Tan P.N. , Steinbach M. and Kumar V. , Introduction to Data Mining[M], Addison Westey (2005)."},{"issue":"6","key":"10.3233\/JIFS-189421_ref10","doi-asserted-by":"crossref","first-page":"1288","DOI":"10.1109\/72.963765","article-title":"On the convergence of the decomposition method for support vector machines[J]","volume":"12","author":"Lin","year":"2001","journal-title":"IEEE Transactions on Neural Networks"},{"key":"10.3233\/JIFS-189421_ref12","first-page":"223","article-title":"An analysis of Bayesian classifiers [C] \/\/","volume":"1992","author":"Langley","journal-title":"Proceedings of the 10th National Conference on Artificial Intelligence"},{"key":"10.3233\/JIFS-189421_ref13","unstructured":"Wang Y. and Julita V , Bayesian network-based trust model [A], In Process of the IEEE\/WIC International Conference on Web Intelligence[C], IEEE Press (2003), 372\u2013378."},{"key":"10.3233\/JIFS-189421_ref14","first-page":"61","article-title":"Trust management model using Bayesian network [J]","volume":"2","author":"Xiaoqiong","year":"2008","journal-title":"InFormation Security and Communication Encryption"},{"key":"10.3233\/JIFS-189421_ref17","first-page":"190","article-title":"design and implementation of parallel Bayesian classification algorithm based on MapReduce [J]","volume":"26","author":"Guanghua","year":"2010","journal-title":"Microcomputer Information"},{"issue":"01","key":"10.3233\/JIFS-189421_ref18","first-page":"75","article-title":"Research on distributed dynamic replica storage optimization strategy of Hadoop distributed file system in big data environment [J]","volume":"26","author":"Lian","year":"2019","journal-title":"Chinese Hospital Statistics"},{"issue":"03","key":"10.3233\/JIFS-189421_ref19","first-page":"68","article-title":"Overview of patent technology for mass data storage based on distributed file system [J]","volume":"21","author":"Saihua","year":"2019","journal-title":"China New Communication"},{"key":"10.3233\/JIFS-189421_ref22","unstructured":"Data synchronization using distributed file system [J], Network Security and Informatization (08) (2019), 51\u201354. 50"},{"issue":"06","key":"10.3233\/JIFS-189421_ref23","first-page":"795","article-title":"Distributed file system based on HDFS [J]","volume":"40","author":"Jun","year":"2019","journal-title":"Journal of Northeast University (NATURAL SCIENCE EDITION)"}],"container-title":["Journal of Intelligent &amp; Fuzzy Systems"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/JIFS-189421","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T09:40:37Z","timestamp":1777455637000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/JIFS-189421"}},"subtitle":[],"editor":[{"given":"Suresh Chandra","family":"Satapathy","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]},{"given":"Rashmi","family":"Agrawal","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]},{"given":"Vicente","family":"Garc\u00eda D\u00edaz","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2021,4,12]]},"references-count":13,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.3233\/jifs-189421","relation":{},"ISSN":["1064-1246","1875-8967"],"issn-type":[{"value":"1064-1246","type":"print"},{"value":"1875-8967","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,4,12]]}}}