IQ-METER -数据转换系统的评估工具

G. Mecca, Paolo Papotti, Donatello Santoro
{"title":"IQ-METER -数据转换系统的评估工具","authors":"G. Mecca, Paolo Papotti, Donatello Santoro","doi":"10.1109/ICDE.2014.6816745","DOIUrl":null,"url":null,"abstract":"We call a data-transformation system any system that maps, translates and exchanges data across different representations. Nowadays, data architects are faced with a large variety of transformation tasks, and there is huge number of different approaches and systems that were conceived to solve them. As a consequence, it is very important to be able to evaluate such alternative solutions, in order to pick up the right ones for the problem at hand. To do this, we introduce IQ-Meter, the first comprehensive tool for the evaluation of data-transformation systems. IQ-Meter can be used to benchmark, test, and even learn the best usage of data-transformation tools. It builds on a number of novel algorithms to measure the quality of outputs and the human effort required by a given system, and ultimately measures “how much intelligence” the system brings to the solution of a data-translation task.","PeriodicalId":159130,"journal":{"name":"2014 IEEE 30th International Conference on Data Engineering","volume":"16 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-05-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":"{\"title\":\"IQ-METER - An evaluation tool for data-transformation systems\",\"authors\":\"G. Mecca, Paolo Papotti, Donatello Santoro\",\"doi\":\"10.1109/ICDE.2014.6816745\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We call a data-transformation system any system that maps, translates and exchanges data across different representations. Nowadays, data architects are faced with a large variety of transformation tasks, and there is huge number of different approaches and systems that were conceived to solve them. As a consequence, it is very important to be able to evaluate such alternative solutions, in order to pick up the right ones for the problem at hand. To do this, we introduce IQ-Meter, the first comprehensive tool for the evaluation of data-transformation systems. IQ-Meter can be used to benchmark, test, and even learn the best usage of data-transformation tools. It builds on a number of novel algorithms to measure the quality of outputs and the human effort required by a given system, and ultimately measures “how much intelligence” the system brings to the solution of a data-translation task.\",\"PeriodicalId\":159130,\"journal\":{\"name\":\"2014 IEEE 30th International Conference on Data Engineering\",\"volume\":\"16 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2014-05-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"6\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2014 IEEE 30th International Conference on Data Engineering\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICDE.2014.6816745\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 IEEE 30th International Conference on Data Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICDE.2014.6816745","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6

摘要

我们称任何映射、转换和交换不同表示形式的数据的系统为数据转换系统。如今,数据架构师面临着各种各样的转换任务,并且有大量不同的方法和系统可以用来解决这些任务。因此,能够评估这些替代解决方案非常重要,以便为手头的问题选择正确的解决方案。为此,我们介绍了IQ-Meter,这是第一个用于评估数据转换系统的综合工具。IQ-Meter可用于基准测试、测试,甚至学习数据转换工具的最佳用法。它建立在许多新颖算法的基础上,以衡量输出的质量和给定系统所需的人力,并最终衡量系统为数据翻译任务的解决方案带来了“多少智能”。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
IQ-METER - An evaluation tool for data-transformation systems
We call a data-transformation system any system that maps, translates and exchanges data across different representations. Nowadays, data architects are faced with a large variety of transformation tasks, and there is huge number of different approaches and systems that were conceived to solve them. As a consequence, it is very important to be able to evaluate such alternative solutions, in order to pick up the right ones for the problem at hand. To do this, we introduce IQ-Meter, the first comprehensive tool for the evaluation of data-transformation systems. IQ-Meter can be used to benchmark, test, and even learn the best usage of data-transformation tools. It builds on a number of novel algorithms to measure the quality of outputs and the human effort required by a given system, and ultimately measures “how much intelligence” the system brings to the solution of a data-translation task.
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