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2018 | OriginalPaper | Buchkapitel

EvOLAP Graph – Evolution and OLAP-Aware Graph Data Model

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Abstract

The objective of this paper is to propose a graph model that would be suitable for providing OLAP features on graph databases. The included features allow for a multidimensional and multilevel view on data and support analytical queries on operational and historical graph data.
In contrast to many existing approaches tailored for static graphs, the paper addresses the issue for the changing graph schema.
The model, named Evolution and OLAP-aware Graph (EvOLAP Graph), has been implemented on a time-based, versioned property graph model implemented in Neo4j graph database.

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Literatur
1.
Zurück zum Zitat Chavalier, M., Malki, M.E., Kopliku, A., Teste, O., Tournier, R.: Document-oriented data warehouses: models and extended cuboids, extended cuboids in oriented document. In: 2016 IEEE Tenth International Conference on Research Challenges in Information Science (RCIS), pp. 1–11, June 2016 Chavalier, M., Malki, M.E., Kopliku, A., Teste, O., Tournier, R.: Document-oriented data warehouses: models and extended cuboids, extended cuboids in oriented document. In: 2016 IEEE Tenth International Conference on Research Challenges in Information Science (RCIS), pp. 1–11, June 2016
2.
Zurück zum Zitat Chen, C., Yan, X., Zhu, F., Han, J., Yu, P.S.: Graph OLAP: towards online analytical processing on graphs. In: Proceedings - IEEE International Conference on Data Mining, ICDM, pp. 103–112 (2008) Chen, C., Yan, X., Zhu, F., Han, J., Yu, P.S.: Graph OLAP: towards online analytical processing on graphs. In: Proceedings - IEEE International Conference on Data Mining, ICDM, pp. 103–112 (2008)
3.
Zurück zum Zitat Chen, C., Yan, X., Zhu, F., Han, J., Yu, P.S.: Graph OLAP: a multi-dimensional framework for graph data analysis. Knowl. Inf. Syst. 21(1), 41–63 (2009)CrossRef Chen, C., Yan, X., Zhu, F., Han, J., Yu, P.S.: Graph OLAP: a multi-dimensional framework for graph data analysis. Knowl. Inf. Syst. 21(1), 41–63 (2009)CrossRef
6.
Zurück zum Zitat Guminska, E.: Analytical dimensional model in graph databases. Master’s thesis, Gdansk University of Technology (2017) Guminska, E.: Analytical dimensional model in graph databases. Master’s thesis, Gdansk University of Technology (2017)
8.
Zurück zum Zitat Laborie, S., Ravat, F., Song, J., Teste, O.: Combining business intelligence with semantic web: overview and challenges. In: INFORSID (2015) Laborie, S., Ravat, F., Song, J., Teste, O.: Combining business intelligence with semantic web: overview and challenges. In: INFORSID (2015)
9.
Zurück zum Zitat Liu, X., et al.: SocialCube: a text cube framework for analyzing social media data. In: 2012 International Conference on Social Informatics, pp. 252–259, December 2012 Liu, X., et al.: SocialCube: a text cube framework for analyzing social media data. In: 2012 International Conference on Social Informatics, pp. 252–259, December 2012
10.
Zurück zum Zitat Liu, Y., Vitolo, T.M.: Graph data warehouse: steps to integrating graph databases into the traditional conceptual structure of a data warehouse. In: 2013 IEEE International Congress on Big Data, pp. 433–434, June 2013 Liu, Y., Vitolo, T.M.: Graph data warehouse: steps to integrating graph databases into the traditional conceptual structure of a data warehouse. In: 2013 IEEE International Congress on Big Data, pp. 433–434, June 2013
12.
Zurück zum Zitat Nebot, V., Berlanga, R.: Building data warehouses with semantic web data. Decis. Support Syst. 52(4), 853–868 (2012)CrossRef Nebot, V., Berlanga, R.: Building data warehouses with semantic web data. Decis. Support Syst. 52(4), 853–868 (2012)CrossRef
13.
Zurück zum Zitat Park, B.K., Song, I.Y.: Toward total business intelligence incorporating structured and unstructured data. In: Proceedings of the 2nd International Workshop on Business Intelligence and the WEB, BEWEB 2011, pp. 12–19. ACM, New York (2011) Park, B.K., Song, I.Y.: Toward total business intelligence incorporating structured and unstructured data. In: Proceedings of the 2nd International Workshop on Business Intelligence and the WEB, BEWEB 2011, pp. 12–19. ACM, New York (2011)
15.
Zurück zum Zitat Yin, M., Wu, B., Zeng, Z.: HMGraph OLAP: a novel framework for multi-dimensional heterogeneous network analysis. In: Proceedings of the Fifteenth International Workshop on Data Warehousing and OLAP, DOLAP 2012, pp. 137–144. ACM, New York (2012) Yin, M., Wu, B., Zeng, Z.: HMGraph OLAP: a novel framework for multi-dimensional heterogeneous network analysis. In: Proceedings of the Fifteenth International Workshop on Data Warehousing and OLAP, DOLAP 2012, pp. 137–144. ACM, New York (2012)
16.
Zurück zum Zitat Zhao, P., Li, X., Xin, D., Han, J.: Graph cube: on warehousing and OLAP multidimensional networks. In: SIGMOD - Proceedings of the 2011 International Conference on Management of Data, New York, NY (2011) Zhao, P., Li, X., Xin, D., Han, J.: Graph cube: on warehousing and OLAP multidimensional networks. In: SIGMOD - Proceedings of the 2011 International Conference on Management of Data, New York, NY (2011)
Metadaten
Titel
EvOLAP Graph – Evolution and OLAP-Aware Graph Data Model
verfasst von
Ewa Guminska
Teresa Zawadzka
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-99987-6_6