{"title":"数据挖掘与报童模型在B2B电子商务供应链中的应用","authors":"Dao-Lei Liang","doi":"10.1109/ICNDC.2012.57","DOIUrl":null,"url":null,"abstract":"In recent years, with the high-speed development of Internet and the rise of B2B e-commerce, it is necessary for coping with resource allocation, dynamic order, flexible pricing, market scheduling and other problems as fast as possible to establish efficient and flexible supply chain decision-making system. Firstly products of different life cycle were clustered in the paper. Then the C5.0 classification tree algorithm was used to establish the product sales model and establish Bass curve fitting function. Next, the newsboy procurement sales model was improved and the pricing and production models of B2B manufacturer with sales curve were established. What's more, the sales data of dozens of clothe of large-scale garment enterprises were analyzed by a experiment, and the results is good. the study in the paper is significant for the development of B2B supply chain in theory and practice.","PeriodicalId":151593,"journal":{"name":"2012 Third International Conference on Networking and Distributed Computing","volume":"127 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2012-10-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"The Application of Data Mining and the Newsboy Model in B2B E-Commerce Supply Chain\",\"authors\":\"Dao-Lei Liang\",\"doi\":\"10.1109/ICNDC.2012.57\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In recent years, with the high-speed development of Internet and the rise of B2B e-commerce, it is necessary for coping with resource allocation, dynamic order, flexible pricing, market scheduling and other problems as fast as possible to establish efficient and flexible supply chain decision-making system. Firstly products of different life cycle were clustered in the paper. Then the C5.0 classification tree algorithm was used to establish the product sales model and establish Bass curve fitting function. Next, the newsboy procurement sales model was improved and the pricing and production models of B2B manufacturer with sales curve were established. What's more, the sales data of dozens of clothe of large-scale garment enterprises were analyzed by a experiment, and the results is good. the study in the paper is significant for the development of B2B supply chain in theory and practice.\",\"PeriodicalId\":151593,\"journal\":{\"name\":\"2012 Third International Conference on Networking and Distributed Computing\",\"volume\":\"127 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2012-10-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2012 Third International Conference on Networking and Distributed Computing\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICNDC.2012.57\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2012 Third International Conference on Networking and Distributed Computing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICNDC.2012.57","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
The Application of Data Mining and the Newsboy Model in B2B E-Commerce Supply Chain
In recent years, with the high-speed development of Internet and the rise of B2B e-commerce, it is necessary for coping with resource allocation, dynamic order, flexible pricing, market scheduling and other problems as fast as possible to establish efficient and flexible supply chain decision-making system. Firstly products of different life cycle were clustered in the paper. Then the C5.0 classification tree algorithm was used to establish the product sales model and establish Bass curve fitting function. Next, the newsboy procurement sales model was improved and the pricing and production models of B2B manufacturer with sales curve were established. What's more, the sales data of dozens of clothe of large-scale garment enterprises were analyzed by a experiment, and the results is good. the study in the paper is significant for the development of B2B supply chain in theory and practice.