{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T06:43:59Z","timestamp":1740120239242,"version":"3.37.3"},"reference-count":27,"publisher":"World Scientific Pub Co Pte Ltd","issue":"11","funder":[{"name":"the Natural Science Foundation of Liaoning Province, China","award":["No. 20180550916"],"award-info":[{"award-number":["No. 20180550916"]}]},{"DOI":"10.13039\/100000001","name":"Major National Science and Technology Special Project of \u201cNuclear High Foundation\u201d, China","doi-asserted-by":"publisher","award":["No. 2017ZX01030-201"],"award-info":[{"award-number":["No. 2017ZX01030-201"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Patt. Recogn. Artif. Intell."],"published-print":{"date-parts":[[2020,10]]},"abstract":"<jats:p> Online transaction log records the relevant information of the users, commodities and transactions, as well as changes over time, which can help analysts understand commodities\u2019 sales. The existing visualization methods mainly analyze the purchase behavior from the perspective of users, while analyzing the sales trend of commodities can better help merchants to make business decisions. Based on the transaction log, this paper puts forward the visual analysis framework of commodity sales trend and the corresponding data processing algorithm. The concepts of volatility and dynamic performance of sales trend are proposed, through which the multi-dimensional sales data of time-oriented are displayed in two-dimensional space. The \u201cFeature Ring\u201d is designed to display the detailed sales information of the products. Based on the above methods, a visual analysis system is designed and implemented. The usability and validity of the visualization methods are verified by using JD online transaction data. The visualization methods enable manufacturers to formulate production plans and carry out product research and develop better. <\/jats:p>","DOI":"10.1142\/s0218001420590363","type":"journal-article","created":{"date-parts":[[2019,12,2]],"date-time":"2019-12-02T16:14:54Z","timestamp":1575303294000},"page":"2059036","source":"Crossref","is-referenced-by-count":2,"title":["Visual Analysis of Merchandise Sales Trend Based on Online Transaction Log"],"prefix":"10.1142","volume":"34","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8266-7807","authenticated-orcid":false,"given":"Shidong","family":"Yu","sequence":"first","affiliation":[{"name":"Shenyang Institute of Computing Technology, Chinese Academy of Sciences, Shenyang 110168, P.\u00a0R.\u00a0China"},{"name":"University of Chinese Academy of Sciences, Beijing 100049, P.\u00a0R.\u00a0China"},{"name":"Department of Electrical Engineering, Yingkou Institute of Technology, Yingkou 115014, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dongsheng","family":"Yang","sequence":"additional","affiliation":[{"name":"Shenyang Institute of Computing Technology, Chinese Academy of Sciences, Shenyang 110168, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ying","family":"Hao","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, Yingkou Institute of Technology, Yingkou 115014, P.\u00a0R.\u00a0China"},{"name":"Department of Information Science, Dalian Maritime University, Dalian 116026, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mengjia","family":"Lian","sequence":"additional","affiliation":[{"name":"Shenyang Institute of Computing Technology, Chinese Academy of Sciences, Shenyang 110168, P.\u00a0R.\u00a0China"},{"name":"University of Chinese Academy of Sciences, Beijing 100049, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ying","family":"Zang","sequence":"additional","affiliation":[{"name":"Shenyang Institute of Computing Technology, Chinese Academy of Sciences, Shenyang 110168, P.\u00a0R.\u00a0China"},{"name":"University of Chinese Academy of Sciences, Beijing 100049, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2020,2,25]]},"reference":[{"issue":"3","key":"S0218001420590363BIB001","first-page":"91","volume":"32","author":"Ao C. 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