Title of article
Integrating open government data with stratosphere for more transparency
Author/Authors
Heise، نويسنده , , Arvid and Naumann، نويسنده , , Felix، نويسنده ,
Issue Information
روزنامه با شماره پیاپی سال 2012
Pages
12
From page
45
To page
56
Abstract
Governments are increasingly publishing their data to enable organizations and citizens to browse and analyze the data. However, the heterogeneity of this Open Government Data hinders meaningful search, analysis, and integration and thus limits the desired transparency.
s article, we present the newly developed data integration operators of the Stratosphere parallel data analysis framework to overcome the heterogeneity. With declaratively specified queries, we demonstrate the integration of well-known government data sources and other large open data sets at technical, structural, and semantic levels. Furthermore, we publish the integrated data on the Web in a form that enables users to discover relationships between persons, government agencies, funds, and companies. The evaluation shows that linking person entities of different data sets results in a good precision of 98.3% and a recall of 95.2%. Moreover, the integration of large data sets scales well on up to eight machines.
Keywords
data integration , Data cleansing , Parallel query processing , record linkage , Map-reduce , Data fusion
Journal title
Web Semantics Science,Services and Agents on the World Wide Web
Serial Year
2012
Journal title
Web Semantics Science,Services and Agents on the World Wide Web
Record number
1449480
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