BigGorilla: An Open-Source Ecosystem for Data Preparation and Integration

BigGorilla: An Open-Source Ecosystem for Data Preparation and Integration
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BigGorilla:用于数据准备和集成的开源生态系统

DOI:
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发表时间:
2018
期刊:
IEEE Data Eng. Bull.
影响因子:
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通讯作者:
A. Doan
A. Doan
中科院分区:
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文献类型:
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作者:
Chen Chen;Behzad Golshan;A. Halevy;W. Tan;A. Doan

文献摘要

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我们介绍了BIG G Orilla,这是一个为需要数据准备和集成工具的数据科学家提供的开源资源,以及该项目背后的愿景。然后,我们描述了我们为B IG G Orilla贡献的四个包:K OKO(信息提取工具)、F Lex M atcher(模式匹配工具)、M Agellan和D EEP M atcher(两个实体匹配工具)。我们希望,随着更多的软件包被添加到B IG G Orilla中,它将成为研究人员和行业从业者的一站式资源,并将使我们的社区能够以更快的速度发展最先进的技术。
We present B IG G ORILLA , an open-source resource for data scientists who need data preparation and integration tools, and the vision underlying the project. We then describe four packages that we contributed to B IG G ORILLA : K OKO (an information extraction tool), F LEX M ATCHER (a schema matching tool), M AGELLAN and D EEP M ATCHER (two entity matching tools). We hope that as more software packages are added to B IG G ORILLA , it will become a one-stop resource for both researchers and industry practitioners, and will enable our community to advance the state of the art at a faster pace.