Factors Affecting Classification Algorithms Recommendation: A Survey

M. Reda, M. Nassef, A. Salah
{"title":"Factors Affecting Classification Algorithms Recommendation: A Survey","authors":"M. Reda, M. Nassef, A. Salah","doi":"10.5121/CSIT.2019.90707","DOIUrl":null,"url":null,"abstract":"A lot of classification algorithms are available in the area of data mining for solving the same kind of problem with a little guidance for recommending the most appropriate algorithm to use which gives best results for the dataset at hand. As a way of optimizing the chances of recommending the most appropriate classification algorithm for a dataset, this paper focuses on the different factors considered by data miners and researchers in different studies when selecting the classification algorithms that will yield desired knowledge for the dataset at hand. The paper divided the factors affecting classification algorithms recommendation into business and technical factors. The technical factors proposed are measurable and can be exploited by recommendation software tools.","PeriodicalId":383682,"journal":{"name":"8th International Conference on Soft Computing, Artificial Intelligence and Applications","volume":"142 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"8th International Conference on Soft Computing, Artificial Intelligence and Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5121/CSIT.2019.90707","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

Abstract

A lot of classification algorithms are available in the area of data mining for solving the same kind of problem with a little guidance for recommending the most appropriate algorithm to use which gives best results for the dataset at hand. As a way of optimizing the chances of recommending the most appropriate classification algorithm for a dataset, this paper focuses on the different factors considered by data miners and researchers in different studies when selecting the classification algorithms that will yield desired knowledge for the dataset at hand. The paper divided the factors affecting classification algorithms recommendation into business and technical factors. The technical factors proposed are measurable and can be exploited by recommendation software tools.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
影响分类算法推荐的因素:调查
在数据挖掘领域,有很多分类算法可以用于解决相同类型的问题,并提供一些指导,以推荐使用最合适的算法,从而为手头的数据集提供最佳结果。为了优化为数据集推荐最合适的分类算法的机会,本文侧重于数据挖掘者和研究人员在选择分类算法时考虑的不同因素,这些算法将为手头的数据集产生所需的知识。本文将影响分类算法推荐的因素分为业务因素和技术因素。提出的技术因素是可测量的,可以被推荐软件工具利用。
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 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
HMM-Based Dari Named Entity Recognition for Information Extraction An Approach to Tracking Problem for Linear Control System Via Invariant Ellipsoids Method A Comparative Mention-Pair Models for Coreference Resolution in DARI Language for Information Extraction A Machine Learning Algorithm in Automated Text Categorization of Legacy Archives Vulnerability Analysis of IP Cameras Using ARP Poisoning
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1