Accurate Recommendation Algorithm of Preschool Education Network Resources Based on Improved Decision Tree

Lijuan Zhang
{"title":"Accurate Recommendation Algorithm of Preschool Education Network Resources Based on Improved Decision Tree","authors":"Lijuan Zhang","doi":"10.1109/PHM-Yantai55411.2022.9942090","DOIUrl":null,"url":null,"abstract":"Aiming at the difficulty of users obtaining preschool education network resources, a precise recommendation algorithm of preschool education network resources based on improved decision tree is proposed. The categories of effective information of preschool education network resources are adjusted by improved decision tree, combined with the reconstruction of preschool education network resources, Extract the effective information of preschool education network resources, set the weight threshold of preschool education network resources similarity through the analysis of the similarity of different preschool education network resources in the data set, calculate the weight value, obtain the similarity between preschool education network resources in the data set, obtain the distribution of the similarity between preschool education network resources, and complete the calculation of the similarity value between preschool education network resources, Through user interest modeling, an accurate recommendation algorithm for preschool education network resources is designed. The experimental results show that the accurate recommendation algorithm of preschool education network resources based on improved decision tree has good effect and performance on preschool education network resources recommendation.","PeriodicalId":315994,"journal":{"name":"2022 Global Reliability and Prognostics and Health Management (PHM-Yantai)","volume":"63 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 Global Reliability and Prognostics and Health Management (PHM-Yantai)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/PHM-Yantai55411.2022.9942090","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Aiming at the difficulty of users obtaining preschool education network resources, a precise recommendation algorithm of preschool education network resources based on improved decision tree is proposed. The categories of effective information of preschool education network resources are adjusted by improved decision tree, combined with the reconstruction of preschool education network resources, Extract the effective information of preschool education network resources, set the weight threshold of preschool education network resources similarity through the analysis of the similarity of different preschool education network resources in the data set, calculate the weight value, obtain the similarity between preschool education network resources in the data set, obtain the distribution of the similarity between preschool education network resources, and complete the calculation of the similarity value between preschool education network resources, Through user interest modeling, an accurate recommendation algorithm for preschool education network resources is designed. The experimental results show that the accurate recommendation algorithm of preschool education network resources based on improved decision tree has good effect and performance on preschool education network resources recommendation.
基于改进决策树的学前教育网络资源精准推荐算法
针对用户获取学前教育网络资源困难的问题,提出了一种基于改进决策树的学前教育网络资源精准推荐算法。通过改进决策树对学前教育网络资源有效信息的类别进行调整,结合学前教育网络资源的重构,提取学前教育网络资源的有效信息,通过分析数据集中不同学前教育网络资源的相似度,设置学前教育网络资源相似度的权重阈值,计算权重值;获取数据集中学前教育网络资源之间的相似度,获得学前教育网络资源之间的相似度分布,完成学前教育网络资源之间相似度值的计算,通过用户兴趣建模,设计出一种准确的学前教育网络资源推荐算法。实验结果表明,基于改进决策树的学前教育网络资源精准推荐算法在学前教育网络资源推荐中具有良好的效果和性能。
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
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