nach oben

Erschienen in:

2016 | OriginalPaper | Buchkapitel

Modeling Multidimensional Data Cubes Based on MDA (Model-Driven Architecture)

verfasst von : Truong Dinh Huy, Nguyen Thanh Binh, Ngo Sy Ngoc

Erschienen in: Advanced Computational Methods for Knowledge Engineering

Verlag: Springer International Publishing

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config

KI-gestützte Suche

Aus

Abstract

As data warehouse (DWH) expands its scope increasingly in more and more areas, its application development processes still have to face significant challenges in semantically and systematically integrating heterogeneous sources into data warehouse. In that context, we propose an ontology-based multi dimensional data model, aiming at populating data warehousing systems with reliable, timely, and accurate information. Furthermore, in our approach, MDA (Model-Driven Architecture) principles and AndroMDA system are utilized to specify as well as to generate source code from UML (Unified Modeling Language) class diagrams, which are used to model the ontology-based multi dimensional data model in the context of object oriented concepts. As a result, this approach enables interoperability among a class of DWH applications, which are designed and developed based on our proposed solution.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Vorheriges Kapitel Job Scheduling in a Computational Cluster with Multicore Processors

Nächstes Kapitel Time Series Methods for Synthetic Video Traffic

Brown, A.W.: Model Driven Architecture: Principles and Practice. Springer, New York (2004)

https://en.wikipedia.org/wiki/Model-driven_architecture

Gjoni, O.: Bizagi Process Management Suite as an Application of the Model Driven Architecture Approach for Developing Information Systems. MCSER Publishing (2014)

Hoang, A.-D.T., Nguyen, T.B.: An integrated use of CWM and ontological modeling approaches towards ETL processes. IEEE Computer Society (2008)

Hoang, A.D.T., Nguyen, T.B.: A semantic approach towards CWM-based ETL processes. In: Proceedings of the Innovations Conference for Knowledge Management, New Media Technology and Semantic Systems, 3–5 Sep 2008, Graz, Austria

Hoang, A.D.T., Nguyen, T.B., Tran, H., Tjoa, A.M.: Towards the Development of Large-scale Data warehouse Application Frameworks. In: Moeller, C., Chaudhry, S. (eds.) Re-conceptualizing Enterprise Information Systems, pp. 92–104. Springer, New York, USA (2012). scopusID = 2-s2.0-84859065669. ISSN: 1865-1348

Hoang, A.D.T., Ngo, N.S., Nguyen, T.B.: Collective cubing platform towards definition and analysis of warehouse cubes. In: Computational Collective Intelligence. Technologies and Applications—4th International Conference, ICCCI 2012. Lecture Notes in Computer Science, vol. 7654. Springer (2012). ISBN: 978-3-642-34706-1. Scopus: 2-s2.0-84870938477CrossRef

Nguyen, T.B., Tjoa, A.M., Wagner, R.R.: An object oriented multidimensional data model for OLAP. Springer, Berlin (2000)CrossRef

Nguyen, T.B., Wagner, F., Schoepp, W.: Cloud intelligent services for calculating emissions and costs of air pollutants and greenhouse gases. In: Intelligent Information And Database Systems (ACIIDS 2011). Lecture Notes in Computer Science (LNCS), vol. 6591. Springer (2011). ISBN 978-3-642-20038. Scopus: 2-s2.0-84872157447

10.

Nguyen, T.B., Ngo, N.S.: Semantic cubing platform enabling interoperability analysis among cloud-based linked data cubes. In: CONFENIS 2014. ACM. Hanoi, Vietnam (2014). ISBN: 978-1-4503-3001-5

11.

Nguyen, T.B.: Integrated assessment model on global-scale emissions of air pollutants. Studies in Computational Intelligence (2015). ISSN: 1387-3326

12.

Papastefanatos, G., Petrou, I.: Publishing statistical data as linked data—the RDF data cube vocabulary. Institute for the Management of Information Systems (2013)

13.

Helmich, J., Klímek, J., Nečaský, M.: Visualizing RDF data cubes using the linked data visualization model. LOD2 project SVV-2014-260100 (2014)

14.

Han, J.: Data Mining: Concepts and Techniques. Elsevier Inc., (2006)

15.

Stolba, N., Banek, M., Tjoa, A.M.: The security issue of federated data warehouses in the area of evidence-based medicine. IEEE (2006)

16.

http://www.w3.org/TR/vocab-data-cube/

17.

http://aksw.org/Projects/CubeViz.html

18.

Nguyen, T.B., Schoepp, W., Wagner, F.: GAINS-BI: business intelligent approach for greenhouse gas and air pollution interactions and synergies information system. In: Proceedings of the 10th International Conference on Information Integration and Web-Based Applications & Services (iiWAS2008), Linz, Austria, 24–26 Nov 2008. ACM 2008. scopusID = 2-s2.0-70349132550. ISBN: 9781605583495

19.

Parreiras, F.S.: Semantic Web and Model-Driven Engineering. IEEE (2012)

20.

https://en.wikipedia.org/wiki/OpenMDX

21.

http://andromda.sourceforge.net/andromda-documentation/getting-started-java

22.

Höfferer, P.: Achieving business process model interoperability using metamodels and ontologies. In: Proceedings of the 15th European Conference on Information Systems (ECIS2007), Switzerland, 7–9 June 2007, pp. 1620–1631

23.

Cranefield, S., Pan, J.: Bridging the gap between the model-driven architecture and ontology engineering. ScienceDirect (2007)

24.

http://neo4j.com/

Titel: Modeling Multidimensional Data Cubes Based on MDA (Model-Driven Architecture)
verfasst von: Truong Dinh Huy
Nguyen Thanh Binh
Ngo Sy Ngoc
Verlag: Springer International Publishing
Buch: Advanced Computational Methods for Knowledge Engineering
Print ISBN: 978-3-319-38883-0

Electronic ISBN: 978-3-319-38884-7

Copyright-Jahr: 2016
DOI: https://doi.org/10.1007/978-3-319-38884-7_7

Springer Professional

Abstract

Bitte loggen Sie sich ein, um Zugang zu Ihrer Lizenz zu erhalten.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Springer Professional "Wirtschaft"

Premium Partner