{"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}
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.