Data Transformation/Integration


In order to more effectively support users' requirements, applications may need to integrate information from a variety of distributed, heterogeneous data sources. Conflicts may exist between these data sources, and so tools and techniques are needed for detecting conflicts and removing them through appropriate transformations.

My current interests are in ontology-assisted data integration and data integration in data spaces.

In earlier work we developed a framework for transforming and integrating schemas and data which can be applied to a variety of integration methodologies. In that framework, different data models are specified in terms of a hypergraph-based meta-model. A key feature of our framework is that the schema/data transformations are reversible and can be used to automatically translate data, queries and updates between different schemas and data sources. Our integration approach, which we term both-as-view (BAV), can be used to derive global-as-view (GAV), local-as-view (LAV) and indeed global-local-as-view (GLAV) integration rules.

We developed a toolkit supporting BAV as part of the AutoMed project. The AutoMed toolkit has been used for biological data integration in the BIOMAP and ISPIDER projects, medical data integration in the ASSIST project, and e-learning systems interoperability in the MyPlan project The BAV approach can support evolution of both source and integrated schemas; integration of semi-structured and text data sources; and lineage tracing for data items in integrated schemas and in results from global queries.

Funded Projects


Publications

(See also the DBLP Bibliography Server)

An Ontology-Based Quality Framework for Data Integration, Jianing Wang, Nigel Martin, Alexandra Poulovassilis. Proc. 10th International Conference on Business Informatics Research Workshop Post-Proceedings, Springer LNBIP 106, 196-208, 2012.

A Quality Framework for Data Integration Incorporating User Requirements, Jianing Wang, Nigel Martin, Alexandra Poulovassilis. Proc. Int. Workshop on User-Oriented Information Integration, at BIR2011.

Query Performance Evaluation of an Architecture for Fine-Grained Integration of Heterogeneous Grid Data Sources. L.Zamboulis, N.Martin, A.Poulovassilis. Future Generation Computer Systems, 26(8), 1073-1091, 2010.

Configurable meta-search in the job domain, T. Naz, J. Dorn, A.Poulovassilis. Int. J. Web Engineering and Technology, 6(1), 33-57, 2010.

A Hybrid Approach to Schema and Data Integration for Meta-search Engines, T. Naz, J. Dorn, A.Poulovassilis. Technical Report BBKCS-09-02, Birkbeck, February 2009.

Flexible data integration and ontology-based data access to medical records, , L.Zamboulis, A.Poulovassilis, G.Roussos, Proc. BIBE'08, Athens, pp 1-6

Ontology-Assisted data transformation and integration, , L.Zamboulis, A.Poulovassilis, J.Wang, Proc. ODBIS'08, Auckland, pp 29-36

Combining Data Integration and IE Techniques to support Partially Structured Data, , D.Williams, A.Poulovassilis, Proc. NLDB'08, London, pp 175-186

Data lineage tracing in data warehousing environments, Hao Fan. Proc. BNCOD'07, pp 25-36.

Bioinformatics service reconciliation by heterogeneous schema transformation, , L.Zamboulis, N.Martin, A.Poulovassilis, Proc. DILS'07, Philadelphia, pp 89-104.

P2P query reformulation over Both-As-View data transformation rules, P.McBrien and A.Poulovassilis. Proc. Workshop on Databases, Information Systems and Peer-toPeer Computing (DBISP2P'06), at VLDB'06, Korea, September 2006.

Data access and integration in the ISPIDER proteomics Grid, L.Zamboulis et al., Proc. DILS'06, Hinxton, pp 3-18.

Information sharing for the semantic web - a schema transformation approach, L.Zamboulis and A.Poulovassilis. Proc. DISWEB'06, CAiSE'06 Workshop Proceedings, pp 275-289.

Cluster based integration of heterogeneous biological databases using the AutoMed toolkit, M.Maibaum et al., Proc. DILS'05, pp 191-207.

Using schema transformation pathways for data lineage tracing, H.Fan and A.Poulovassilis. Proc. BNCOD'05, pp 133-144.

Using schema transformation pathways for incremental view maintenance, Hao Fan, Proc DaWaK'05, pp 126-135.

Schema Evolution in Data Warehousing Environments - a schema transformation-based approach, H.Fan and A.Poulovassilis. Proc. ER'04, Shanghai, November 2004, pp 639-653.

Using AutoMed for XML Data Transformation and Integration, L.Zamboulis and A.Poulovassilis. Proc. 3rd Int. Workshop on Data Integration over the Web (DIWeb'04), Riga, June 2004.

Generating and Optimising Views from Both As View Data Integration Rules, E.Jasper, N.Tong, P.McBrien and A.Poulovassilis. Proc. 6th Baltic Conference on Database and Information Systems (DBIS'04), Riga, June 2004.

The ESTEST Approach to Combining Unstructured Text and Structured Data, D.Williams and A.Poulovassilis. Proc. Web Semantics Workshop at DEXA'04.

Using AutoMed Metadata in Data Warehousing Environments, H.Fan and A.Poulovassilis. Proc. Int. Workshop on Data Warehousing and OLAP (DOLAP'03), New Orleans, November 2003.

Combining Data Integration with Natural Language Technology for the Semantic Web, D.Williams and A.Poulovassilis. Proc. Workshop on Human Language Technology for the Semantic Web and Web Services, at ISWC'03, Florida, October 2003 (full-length paper).

Defining Peer-to-Peer Data Integration using Both as View Rules, P.McBrien and A.Poulovassilis. Proc. Workshop on Databases, Information Systems and Peer-toPeer Computing (DBISP2P'03), at VLDB'03, Berlin, September 2003.

View generation and optimisation in the AutoMed Data Integration Framework, E.Jasper, N.Tong, P.McBrien and A.Poulovassilis. Proc. CAiSE Forum at CAiSE'03, Austria, June 2003, pp 29-32, Univ. of Maribor Press (full-length paper).

Data Integration by Bi-Directional Schema Transformation Rules, P.McBrien and A.Poulovassilis. Proc. ICDE'03, Bangalore, March 2003, pp 227-238

Tracing Data Lineage Using Schema Transformation Pathways, H.Fan and A.Poulovassilis, In "Knowledge Transformation for the Semantic Web", IOS Press, 2003. Eds B.Omelayenko and M.Klein.

Schema Evolution in Heterogeneous Database Architectures, A Schema Transformation Approach, P.McBrien and A.Poulovassilis. Proc. CAiSE'02, Toronto, May 2002, LNCS 2348, pp 484-499.

A Semantic Approach to Integrating XML and Structured Data Sources, P.McBrien and A.Poulovassilis. Proc. CAiSE'01, Interlaken, June 2001. Springer-Verlag LNCS 2068, pp 330-345.

A Semantic Approach to Integrating XML and Structured Data Sources (long version), P.McBrien and A.Poulovassilis. Technical Report 30/11/00, Birkbeck College and Imperial College.

Automatic migration and wrapping of database applications - a schema transformation approach. P.McBrien and A.Poulovassilis. Proc. ER'99, LNCS 1728, pp 96-113.

A Uniform Approach to Inter-Model Transformations. P.McBrien and A.Poulovassilis, Proc. CAiSE'99, Heidelberg, June 199. Springer-Verlag LNCS 1626, pp 333-348.

Optimising Self-Adaptive Networks by Evolving Rule Agents. E.Nonas and A.Poulovassilis, Proc. Evolutionary Image Analysis, Signal Processing and Telecommunications (EvoIASP'99 and EuroEcTel'99), Goteborg, May 1999. Springer-Verlag LNCS 1596, pp 203-214.

A General Formal Framework for Schema Transformation . A.Poulovassilis and P.McBrien. Data & Knowledge Engineering, 28(1), pp 47-71, 1998

Formalisation of Semantic Schema Integration . P.McBrien and A.Poulovassilis. Information Systems, 23(5), pp 307-334, 1998

Optimisation of Active Rule Agents using a Genetic Algorithm approach. E.Nonas and A.Poulovassilis. Proc. DEXA '98, Vienna, August 1998. LNCS 1460, pp 332-341.

A method for integrating deductive databases. L.Xu and A.Poulovassilis. Proc. 15th British National Conference on Databases (BNCOD-15), London, July 1997. Springer-Verlag LNCS 1271, pp 215-231.

A formal framework for ER schema transformation. P.McBrien and A.Poulovassilis. Proc. ER'97 Conference, Los Angeles, November 1997. Springer-Verlag LNCS 1331, pp 408-421.