Risk prediction of information leakage in new product development stage based on data driven model

Q4 Economics, Econometrics and Finance
Yang Wang
{"title":"Risk prediction of information leakage in new product development stage based on data driven model","authors":"Yang Wang","doi":"10.1504/ijpd.2021.10039212","DOIUrl":null,"url":null,"abstract":"In order to overcome the problem of low prediction accuracy of current information disclosure risk prediction methods, this paper proposes a new risk prediction method for information leakage based on data-driven model. Based on the data-driven model, the new product development implementation process model is established. The generation and transmission characteristics of information in the new product development stage are analysed. The relationship between the information owner and the information thief is analysed by using the game model. According to the analysis results, the information leakage risk evaluation index system is constructed, and the comprehensive fuzzy evaluation method is used to solve the information leakage. According to the evaluation results, the information leakage risk is predicted. The experimental results show that the index significance coefficient of the proposed method is high, the critical ratio value can be controlled within 2, and the prediction accuracy is high.","PeriodicalId":14273,"journal":{"name":"International Journal of Product Development","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2021-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Product Development","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1504/ijpd.2021.10039212","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"Economics, Econometrics and Finance","Score":null,"Total":0}
引用次数: 1

Abstract

In order to overcome the problem of low prediction accuracy of current information disclosure risk prediction methods, this paper proposes a new risk prediction method for information leakage based on data-driven model. Based on the data-driven model, the new product development implementation process model is established. The generation and transmission characteristics of information in the new product development stage are analysed. The relationship between the information owner and the information thief is analysed by using the game model. According to the analysis results, the information leakage risk evaluation index system is constructed, and the comprehensive fuzzy evaluation method is used to solve the information leakage. According to the evaluation results, the information leakage risk is predicted. The experimental results show that the index significance coefficient of the proposed method is high, the critical ratio value can be controlled within 2, and the prediction accuracy is high.
基于数据驱动模型的新产品开发阶段信息泄露风险预测
为了克服现有信息披露风险预测方法预测精度低的问题,本文提出了一种基于数据驱动模型的信息泄露风险预测新方法。基于数据驱动模型,建立了新产品开发实施过程模型。分析了新产品开发阶段信息的产生和传递特点。利用博弈模型分析了信息所有者和信息窃贼之间的关系。根据分析结果,构建了信息泄露风险评价指标体系,并采用模糊综合评价法解决信息泄露问题。根据评价结果,对信息泄露风险进行预测。实验结果表明,该方法指标显著性系数高,临界比值值可控制在2以内,预测精度高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
International Journal of Product Development
International Journal of Product Development Economics, Econometrics and Finance-Economics and Econometrics
CiteScore
0.50
自引率
0.00%
发文量
42
期刊介绍: IJPD is a refereed international journal providing an authoritative source of information in the field of product development and innovation. It is devoted to the development, promotion and coordination of the science and practice of this field.
×
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