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2016 | OriginalPaper | Buchkapitel

A Data Warehouse Model for Business Processes Data Analytics

verfasst von : Maribel Yasmina Santos, Jorge Oliveira e Sá

Erschienen in: Computational Science and Its Applications – ICCSA 2016

Verlag: Springer International Publishing

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Abstract

Business Process Management and Business Intelligence initiatives are commonly seen as separated organizational projects, suffering from lack of coordination, leading to a poor alignment between strategic management and operational business processes execution. Researchers and professionals of information systems have recognized that business processes are the key for identifying the user needs for developing the software that supports those needs. In this case, a process-driven approach could be used to obtain a Data Warehouse model for the Business Intelligence supporting software. This paper presents a process-based approach for identifying an analytical data model using as input a set of interrelated business processes, modeled with Business Process Model and Notation version 2.0, and the corresponding operational data model. The proposed approach ensures the identification of an analytical data model for a Data Warehouse repository, integrating dimensions, facts, relationships and measures, providing useful data analytics perspectives of the data under analysis.

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Literatur
1.
Zurück zum Zitat van der Aalst, W.M.: Business process management demystified: a tutorial on models, systems and standards for workflow management. In: Desel, J., Reisig, W., Rozenberg, G. (eds.) Lectures on Concurrency and Petri Nets, Advances in Petri Nets. LNCS, vol. 3098, pp. 1–65. Springer, Heidelberg (2004)CrossRef van der Aalst, W.M.: Business process management demystified: a tutorial on models, systems and standards for workflow management. In: Desel, J., Reisig, W., Rozenberg, G. (eds.) Lectures on Concurrency and Petri Nets, Advances in Petri Nets. LNCS, vol. 3098, pp. 1–65. Springer, Heidelberg (2004)CrossRef
3.
Zurück zum Zitat Melchert, F., Winter, R., Klesse, M.: Aligning process automation and business intelligence to support corporate performance management. In: Proceedings of the Tenth Americas Conference on Information Systems, pp 4053–4063 (2004) Melchert, F., Winter, R., Klesse, M.: Aligning process automation and business intelligence to support corporate performance management. In: Proceedings of the Tenth Americas Conference on Information Systems, pp 4053–4063 (2004)
5.
Zurück zum Zitat Sturm, A.: Enabling off-line business process analysis: a transformation based approach. In: BPMDS (2008) Sturm, A.: Enabling off-line business process analysis: a transformation based approach. In: BPMDS (2008)
6.
Zurück zum Zitat Kaldeich, C., Oliveira e Sá, J.: Data warehouse methodology: a process driven approach. In: Persson, A., Stirna, J. (eds.) CAiSE 2004. LNCS, vol. 3084, pp. 536–549. Springer, Heidelberg (2004)CrossRef Kaldeich, C., Oliveira e Sá, J.: Data warehouse methodology: a process driven approach. In: Persson, A., Stirna, J. (eds.) CAiSE 2004. LNCS, vol. 3084, pp. 536–549. Springer, Heidelberg (2004)CrossRef
7.
Zurück zum Zitat Böehnlein, M., Ulbrich vom Ende A.: Business process oriented development of data warehouse structures. In: Proceedings of Data Warehousing, Physica Verlag (2000) Böehnlein, M., Ulbrich vom Ende A.: Business process oriented development of data warehouse structures. In: Proceedings of Data Warehousing, Physica Verlag (2000)
8.
Zurück zum Zitat Dori, D., Feldman, R., Sturm, A.: Transforming an operational system model to a data warehouse model: a survey of techniques. In: Proceedings of the IEEE International Conference on Software – Science, Technology and Engineering (SwSTE), pp. 47–56 (2005) Dori, D., Feldman, R., Sturm, A.: Transforming an operational system model to a data warehouse model: a survey of techniques. In: Proceedings of the IEEE International Conference on Software – Science, Technology and Engineering (SwSTE), pp. 47–56 (2005)
9.
Zurück zum Zitat OMG: Business process model and notation (BPMN), version 2.0. Technical report, Object Management Group (2011) OMG: Business process model and notation (BPMN), version 2.0. Technical report, Object Management Group (2011)
10.
Zurück zum Zitat Cruz, E., Machado, R.J., Santos, M.Y.: Deriving a data model from a set of interrelated business process models. In: ICEIS 2015 - 17th International Conference on Enterprise Information Systems, vol. 1, pp 49–59 (2015) Cruz, E., Machado, R.J., Santos, M.Y.: Deriving a data model from a set of interrelated business process models. In: ICEIS 2015 - 17th International Conference on Enterprise Information Systems, vol. 1, pp 49–59 (2015)
11.
Zurück zum Zitat Golfarelli, M., Rizzi, S., Vrdoljak, B.: Data warehouse design from XML sources. In: Proceedings of the 4th DOLAP (2001) Golfarelli, M., Rizzi, S., Vrdoljak, B.: Data warehouse design from XML sources. In: Proceedings of the 4th DOLAP (2001)
12.
Zurück zum Zitat Hüsemann, B., Lechtenbörger, J., Vossen, G.: Conceptual data warehouse design. In: Proceedings of the 2nd DMDW, Stockholm, Sweeden (2000) Hüsemann, B., Lechtenbörger, J., Vossen, G.: Conceptual data warehouse design. In: Proceedings of the 2nd DMDW, Stockholm, Sweeden (2000)
13.
Zurück zum Zitat List, B., Schiefer, J., Tjoa, A.M., Quirchmayr, G.: Multidimensional business process analysis with the process warehouse. In: Abramowicz, W., Zurada, J. (eds.) Knowledge Discovery for Business Information Systems, pp. 211–227. Kluwer Academic Publishing, Dordrecht (2000) List, B., Schiefer, J., Tjoa, A.M., Quirchmayr, G.: Multidimensional business process analysis with the process warehouse. In: Abramowicz, W., Zurada, J. (eds.) Knowledge Discovery for Business Information Systems, pp. 211–227. Kluwer Academic Publishing, Dordrecht (2000)
14.
Zurück zum Zitat Rizzi, S., Abelló, A., Lechtenbörger, J., Trujillo, J.: Research in data warehouse modeling and design: dead or alive? In: Proceedings of the 9th ACM International Workshop on Data Warehousing and OLAP (DOLAP 2006), pp. 3–10. ACM (2006) Rizzi, S., Abelló, A., Lechtenbörger, J., Trujillo, J.: Research in data warehouse modeling and design: dead or alive? In: Proceedings of the 9th ACM International Workshop on Data Warehousing and OLAP (DOLAP 2006), pp. 3–10. ACM (2006)
15.
Zurück zum Zitat Cruz, E., Machado, R.J., Santos, M.Y.: From business process modeling to data model: a systematic approach. In: 2012 Eighth International Conference on the Quality of Information and Communications Technology, pp. 205–210 (2012). doi:10.1109/QUATIC.2012.31 Cruz, E., Machado, R.J., Santos, M.Y.: From business process modeling to data model: a systematic approach. In: 2012 Eighth International Conference on the Quality of Information and Communications Technology, pp. 205–210 (2012). doi:10.​1109/​QUATIC.​2012.​31
16.
Zurück zum Zitat Weske, M.: Business Process Management Concepts, Languages, Architectures. Springer, Heidelberg (2010) Weske, M.: Business Process Management Concepts, Languages, Architectures. Springer, Heidelberg (2010)
17.
Zurück zum Zitat Meyer, A.: Data in business process modeling. In: 5th Ph.D. Retreat of the HPI Research School on Service-oriented Systems Engineering (2010) Meyer, A.: Data in business process modeling. In: 5th Ph.D. Retreat of the HPI Research School on Service-oriented Systems Engineering (2010)
Metadaten
Titel
A Data Warehouse Model for Business Processes Data Analytics
verfasst von
Maribel Yasmina Santos
Jorge Oliveira e Sá
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-42092-9_19

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