Prof. Dr. Felix Naumann

Arvid Heise

Former PhD student

Email: Arvid Heise

Research Activities

  • Cloud Computing
  • Parallel and Declarative Data Cleansing
  • MapReduce with Hadoop


Integrating Open Government Data with Stratosphere for more Transparency

Heise, Arvid; Naumann, Felix in Web Semantics: Science, Services and Agents on the World Wide Web 2012 .

Governments are increasingly publishing their data to enable organizations and citizens to browse and analyze thedata. However, the heterogeneity of this Open Government Data hinders meaningful search, analysis, and integrationand thus limits the desired transparency.In this article, we present the newly developed data integration operators of the Stratosphere parallel data analysisframework to overcome the heterogeneity. With declaratively specified queries, we demonstrate the integration ofwell-known government data sources and other large open data sets at technical, structural, and semantic levels.Furthermore, we publish the integrated data on theWeb in a form that enables users to discover relationships betweenpersons, government agencies, funds, and companies. The evaluation shows that linking person entities of dierentdata sets results in a good precision of 98.3% and a recall of 95.2%. Moreover, the integration of large data sets scaleswell on up to eight machines.
[ DOI ]
Integrating Open Governme... - Download
Further Information
Tags Data_integration  data_cleansing  data_fusion  isg  map-reduce  parallel_query_processing  record_linkage  schema_mapping