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2016 | OriginalPaper | Chapter

Potentials of Image Mining for Business Process Management

Authors : Rainer Schmidt, Michael Möhring, Alfred Zimmermann, Ralf-Christian Härting, Barbara Keller

Published in: Intelligent Decision Technologies 2016

Publisher: Springer International Publishing

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Abstract

An enormous amount of data in the context of business processes is stored as images. They contain valuable information for business process management. Up to now this data had to be integrated manually into the business process. By advances of capturing it is possible to extract information from an increasing number of images. Therefore, we systematically investigate the potentials of Image Mining for business process management by a literature research and an in-depth analysis of the business process lifecycle. As a first step to evaluate our research, we developed a prototype for recovering process model information from drawings using Rapidminer.

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Literature
1.
go back to reference Weske, M.: Business Process Management: Concepts, Languages, Architectures. Springer, Berlin, Heidelberg (2007) Weske, M.: Business Process Management: Concepts, Languages, Architectures. Springer, Berlin, Heidelberg (2007)
2.
go back to reference Scheer, A.-W., Nüttgens, M.: ARIS architecture and reference models for business process management. In: van der Aalst, W., Desel, J., Oberweis, A. (eds.) Business Process Management, pp. 376–389. Springer, Berlin, Heidelberg (2000)CrossRef Scheer, A.-W., Nüttgens, M.: ARIS architecture and reference models for business process management. In: van der Aalst, W., Desel, J., Oberweis, A. (eds.) Business Process Management, pp. 376–389. Springer, Berlin, Heidelberg (2000)CrossRef
3.
go back to reference White, S.A.: Introduction to BPMN. IBM Coop. 2008–029 (2004) White, S.A.: Introduction to BPMN. IBM Coop. 2008–029 (2004)
4.
go back to reference Bruno, G., Dengler, F., Jennings, B., Khalaf, R., Nurcan, S., Prilla, M., Sarini, M., Schmidt, R., Silva, R.: Key challenges for enabling agile BPM with social software. J. Softw. Maint. Evol. Res. Pract. 23, 297–326 (2011)CrossRef Bruno, G., Dengler, F., Jennings, B., Khalaf, R., Nurcan, S., Prilla, M., Sarini, M., Schmidt, R., Silva, R.: Key challenges for enabling agile BPM with social software. J. Softw. Maint. Evol. Res. Pract. 23, 297–326 (2011)CrossRef
5.
go back to reference Schmidt, R., Nurcan, S.: BPM and social software. In: Ardagna, D., Mecella, M., Yang, J., Aalst, W., Mylopoulos, J., Rosemann, M., Shaw, M.J., Szyperski, C. (eds.) Business Process Management Workshops, pp. 649–658. Springer, Berlin, Heidelberg (2009)CrossRef Schmidt, R., Nurcan, S.: BPM and social software. In: Ardagna, D., Mecella, M., Yang, J., Aalst, W., Mylopoulos, J., Rosemann, M., Shaw, M.J., Szyperski, C. (eds.) Business Process Management Workshops, pp. 649–658. Springer, Berlin, Heidelberg (2009)CrossRef
6.
go back to reference Brynjolfsson, E.: Understanding the Digital Economy: Data, Tools, and Research: Data, Tools and Research. The MIT Press (2000) Brynjolfsson, E.: Understanding the Digital Economy: Data, Tools, and Research: Data, Tools and Research. The MIT Press (2000)
7.
go back to reference Vincent, A., Varghese, G.: Towards A Robust and Stand-Alone System for Binarization and OCR of Document Images (2015) Vincent, A., Varghese, G.: Towards A Robust and Stand-Alone System for Binarization and OCR of Document Images (2015)
10.
go back to reference Zhang, J., Hsu, W., Lee, M.L.: Image mining: Issues, frameworks and techniques. In: Proceedings of the 2nd ACM SIGKDD International Workshop on Multimedia Data Mining (MDM/KDD’01). University of Alberta (2001) Zhang, J., Hsu, W., Lee, M.L.: Image mining: Issues, frameworks and techniques. In: Proceedings of the 2nd ACM SIGKDD International Workshop on Multimedia Data Mining (MDM/KDD’01). University of Alberta (2001)
11.
go back to reference Burl, M.C., Fowlkes, C., Roden, J.: Mining for image content. Syst. Cybern. Inf. Inf. Syst. Anal. Synth. (1999) Burl, M.C., Fowlkes, C., Roden, J.: Mining for image content. Syst. Cybern. Inf. Inf. Syst. Anal. Synth. (1999)
12.
go back to reference Mishra, N., Silakari, D.S.: Image mining in the context of content based image retrieval: a perspective. IJCSI Int. J. Comput. Sci. Issues 9, 98–107 (2012) Mishra, N., Silakari, D.S.: Image mining in the context of content based image retrieval: a perspective. IJCSI Int. J. Comput. Sci. Issues 9, 98–107 (2012)
13.
go back to reference Stanchev, P., Flint, M.: Using image mining for image retrieval. In: IASTED Conference “Computer Science and Technology,” Cancun, Mexico, pp. 214–218 (2003) Stanchev, P., Flint, M.: Using image mining for image retrieval. In: IASTED Conference “Computer Science and Technology,” Cancun, Mexico, pp. 214–218 (2003)
14.
go back to reference Ordonez, C., Omiecinski, E.: Discovering association rules based on image content. In: IEEE Forum on Research and Technology Advances in Digital Libraries, 1999. Proceedings, pp. 38–49. IEEE (1999) Ordonez, C., Omiecinski, E.: Discovering association rules based on image content. In: IEEE Forum on Research and Technology Advances in Digital Libraries, 1999. Proceedings, pp. 38–49. IEEE (1999)
15.
go back to reference Carpenter, G., Grossberg, S., Markuzon, N., Reynolds, J.H., Rosen, A.B., et al.: Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps. IEEE Trans. Neural Netw. 3, 698–713 (1992)CrossRef Carpenter, G., Grossberg, S., Markuzon, N., Reynolds, J.H., Rosen, A.B., et al.: Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps. IEEE Trans. Neural Netw. 3, 698–713 (1992)CrossRef
16.
go back to reference Kitchenham, B.: Procedures for performing systematic reviews. Keele UK Keele Univ. 33, 1–26 (2004) Kitchenham, B.: Procedures for performing systematic reviews. Keele UK Keele Univ. 33, 1–26 (2004)
17.
go back to reference Van der Aalst, W., ter Hofstede, A., Weske, M.: Business process management: a survey. Bus. Process. Manage. 1019–1019 (2003) Van der Aalst, W., ter Hofstede, A., Weske, M.: Business process management: a survey. Bus. Process. Manage. 1019–1019 (2003)
18.
go back to reference Dumas, M., La Rosa, M., Mendling, J., Reijers, H.A.: Fundamentals of Business Process Management. Springer, Berlin, Heidelberg (2013)CrossRef Dumas, M., La Rosa, M., Mendling, J., Reijers, H.A.: Fundamentals of Business Process Management. Springer, Berlin, Heidelberg (2013)CrossRef
19.
go back to reference Conger, S.: Six sigma and business process management. In: Handbook on Business Process Management, vol. 1, pp. 127–146. Springer (2015) Conger, S.: Six sigma and business process management. In: Handbook on Business Process Management, vol. 1, pp. 127–146. Springer (2015)
20.
go back to reference Wilson, P.F.: Root Cause Analysis: A Tool for Total Quality Management. ASQ Quality Press (1993) Wilson, P.F.: Root Cause Analysis: A Tool for Total Quality Management. ASQ Quality Press (1993)
21.
go back to reference Zhu, J.: Quantitative Models for Performance Evaluation and Benchmarking: Data Envelopment Analysis with Spreadsheets. Springer (2014) Zhu, J.: Quantitative Models for Performance Evaluation and Benchmarking: Data Envelopment Analysis with Spreadsheets. Springer (2014)
22.
go back to reference Bach, V., Brecht, L., Hess, T., Österle, H.: Enabling Systematic Business Change: Integrated Methods and Software Tools for Business Process Redesign. Springer (2013) Bach, V., Brecht, L., Hess, T., Österle, H.: Enabling Systematic Business Change: Integrated Methods and Software Tools for Business Process Redesign. Springer (2013)
23.
go back to reference Hajo, A.: Reijers: Implementing BPM systems: the role of process orientation. Bus. Process Manag. J. 12, 389–409 (2006)CrossRef Hajo, A.: Reijers: Implementing BPM systems: the role of process orientation. Bus. Process Manag. J. 12, 389–409 (2006)CrossRef
24.
go back to reference Metzger, A., Leitner, P., Ivanovic, D., Schmieders, E., Franklin, R., Carro, M., Dustdar, S., Pohl, K.: Comparing and combining predictive business process monitoring techniques. IEEE Trans. Syst. Man Cybern. Syst. 45, 276–290 (2015) Metzger, A., Leitner, P., Ivanovic, D., Schmieders, E., Franklin, R., Carro, M., Dustdar, S., Pohl, K.: Comparing and combining predictive business process monitoring techniques. IEEE Trans. Syst. Man Cybern. Syst. 45, 276–290 (2015)
25.
go back to reference Schmidt, R., Möhring, M., Härting, R.-C., Zimmermann, A., Heitmann, J., Blum, F.: Leveraging textual information for improving decision-making in the business process lifecycle. In: Neves-Silva, R., Jain, L.C., and Howlett, R.J. (eds.) Intelligent Decision Technologies. Sorrent (2015) Schmidt, R., Möhring, M., Härting, R.-C., Zimmermann, A., Heitmann, J., Blum, F.: Leveraging textual information for improving decision-making in the business process lifecycle. In: Neves-Silva, R., Jain, L.C., and Howlett, R.J. (eds.) Intelligent Decision Technologies. Sorrent (2015)
26.
go back to reference Naumann, J.D., Jenkins, A.M.: Prototyping: the new paradigm for systems development. Mis. Q. 29–44 (1982) Naumann, J.D., Jenkins, A.M.: Prototyping: the new paradigm for systems development. Mis. Q. 29–44 (1982)
27.
go back to reference Akthar, F., Hahne, C.: RapidMiner 5 Operator Reference. Rapid-GmbH (2012) Akthar, F., Hahne, C.: RapidMiner 5 Operator Reference. Rapid-GmbH (2012)
28.
go back to reference Burget, R., Karasek, J., Smékal, Z., Uher, V., Dostal, O.: Rapidminer image processing extension: a platform for collaborative research. In: Proceedings of the 33rd International Conference on Telecommunication and Signal Processing, pp. 114–118 (2010) Burget, R., Karasek, J., Smékal, Z., Uher, V., Dostal, O.: Rapidminer image processing extension: a platform for collaborative research. In: Proceedings of the 33rd International Conference on Telecommunication and Signal Processing, pp. 114–118 (2010)
29.
go back to reference Masek, J., Burget, R., Karasek, J., Uher, V., Guney, S.: Evolutionary improved object detector for ultrasound images. In: 2013 36th International Conference on Telecommunications and Signal Processing (TSP), pp. 586–590. IEEE (2013) Masek, J., Burget, R., Karasek, J., Uher, V., Guney, S.: Evolutionary improved object detector for ultrasound images. In: 2013 36th International Conference on Telecommunications and Signal Processing (TSP), pp. 586–590. IEEE (2013)
30.
go back to reference Viola, P., Jones, M.: Rapid object detection using a boosted cascade of simple features. In: Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2001. CVPR 2001, pp. I–511. IEEE (2001) Viola, P., Jones, M.: Rapid object detection using a boosted cascade of simple features. In: Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2001. CVPR 2001, pp. I–511. IEEE (2001)
31.
go back to reference Tan, A.-H., et al.: Text mining: The state of the art and the challenges. In: Proceedings of the PAKDD 1999 Workshop on Knowledge Discovery from Advanced Databases, p. 65 (1999) Tan, A.-H., et al.: Text mining: The state of the art and the challenges. In: Proceedings of the PAKDD 1999 Workshop on Knowledge Discovery from Advanced Databases, p. 65 (1999)
32.
33.
go back to reference Wang, M., Wang, H.: From process logic to business logic—a cognitive approach to business process management. Inf. Manage. 43, 179–193 (2006)CrossRef Wang, M., Wang, H.: From process logic to business logic—a cognitive approach to business process management. Inf. Manage. 43, 179–193 (2006)CrossRef
Metadata
Title
Potentials of Image Mining for Business Process Management
Authors
Rainer Schmidt
Michael Möhring
Alfred Zimmermann
Ralf-Christian Härting
Barbara Keller
Copyright Year
2016
DOI
https://doi.org/10.1007/978-3-319-39627-9_38

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