机器学习方法在销售管理业务流程自动化问题中的研究

N. V. Razmochaeva, D. Klionskiy, V. Chernokulsky
{"title":"机器学习方法在销售管理业务流程自动化问题中的研究","authors":"N. V. Razmochaeva, D. Klionskiy, V. Chernokulsky","doi":"10.1109/ITMQIS.2018.8525008","DOIUrl":null,"url":null,"abstract":"Methods of machine learning in the application to the task of managing sales in retail trade are considered. The features of the sales management process and the nuances of applying the methods of machine learning are noted. The advantages of using machine learning methods are highlighted. Attention is focused on the risks in the application of methods of machine learning. Practical methods of machine learning \"without a teacher\" are considered in practice. The quality of the results of the applied methods is estimated using various quality metrics. As a result, it was found that reducing the dimension of the feature space does not lead to loss of information, but helps reduce the load on the computing system.","PeriodicalId":133622,"journal":{"name":"2018 IEEE International Conference \"Quality Management, Transport and Information Security, Information Technologies\" (IT&QM&IS)","volume":"163 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"9","resultStr":"{\"title\":\"The Investigation of Machine Learning Methods in the Problem of Automation of the Sales Management Business-process\",\"authors\":\"N. V. Razmochaeva, D. Klionskiy, V. Chernokulsky\",\"doi\":\"10.1109/ITMQIS.2018.8525008\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Methods of machine learning in the application to the task of managing sales in retail trade are considered. The features of the sales management process and the nuances of applying the methods of machine learning are noted. The advantages of using machine learning methods are highlighted. Attention is focused on the risks in the application of methods of machine learning. Practical methods of machine learning \\\"without a teacher\\\" are considered in practice. The quality of the results of the applied methods is estimated using various quality metrics. As a result, it was found that reducing the dimension of the feature space does not lead to loss of information, but helps reduce the load on the computing system.\",\"PeriodicalId\":133622,\"journal\":{\"name\":\"2018 IEEE International Conference \\\"Quality Management, Transport and Information Security, Information Technologies\\\" (IT&QM&IS)\",\"volume\":\"163 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"9\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2018 IEEE International Conference \\\"Quality Management, Transport and Information Security, Information Technologies\\\" (IT&QM&IS)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ITMQIS.2018.8525008\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 IEEE International Conference \"Quality Management, Transport and Information Security, Information Technologies\" (IT&QM&IS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ITMQIS.2018.8525008","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 9

摘要

研究了机器学习在零售业销售管理中的应用方法。注意到销售管理过程的特点和应用机器学习方法的细微差别。强调了使用机器学习方法的优点。人们的注意力集中在应用机器学习方法的风险上。在实践中考虑“没有老师”的机器学习实用方法。应用方法的结果的质量是使用各种质量度量来估计的。结果发现,降低特征空间的维数不会导致信息的丢失,反而有助于减少计算系统的负荷。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Investigation of Machine Learning Methods in the Problem of Automation of the Sales Management Business-process
Methods of machine learning in the application to the task of managing sales in retail trade are considered. The features of the sales management process and the nuances of applying the methods of machine learning are noted. The advantages of using machine learning methods are highlighted. Attention is focused on the risks in the application of methods of machine learning. Practical methods of machine learning "without a teacher" are considered in practice. The quality of the results of the applied methods is estimated using various quality metrics. As a result, it was found that reducing the dimension of the feature space does not lead to loss of information, but helps reduce the load on the computing system.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信