Skip to main content
Erschienen in:
Buchtitelbild

2016 | OriginalPaper | Buchkapitel

Rethinking BPM in a Cognitive World: Transforming How We Learn and Perform Business Processes

verfasst von : Richard Hull, Hamid R. Motahari Nezhad

Erschienen in: Business Process Management

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

If we are to believe the technology hype cycle, we are entering a new era of Cognitive Computing, enabled by advances in natural language processing, machine learning, and more broadly artificial intelligence. These advances, combined with evolutionary progress in areas such as knowledge representation, automated planning, user experience technologies, software-as-a-service and crowdsourcing, have the potential to transform many industries. In this paper, we discuss transformations of BPM that advances in the Cognitive Computing will bring. We focus on three of the most signficant aspects of this transformation, namely: (a) Cognitive Computing will enable “knowledge acquisition at scale”, which will lead to a transformation in Knowledge-intensive Processes (KiP’s); (b) We envision a new process meta-model will emerge that is centered around a “Plan-Act-Learn” cycle; and (c) Cognitive Computing can enable learning about processes from implicit descriptions (at both design- and run-time), opening opportunities for new levels of automation and business process support, for both traditional business processes and KiP’s. We use the term cognitive BPM to refer to a new BPM paradigm encompassing all aspects of BPM that are impacted and enabled by Cognitive Computing. We argue that a fundamental understanding of cognitive BPM requires a new research framing of the business process ecosystem. The paper presents a conceptual framework for cognitive BPM, a brief survey of state of the art in emerging areas of Cognitive BPM, and discussion of key directions for further research.

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!

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!

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!

Fußnoten
1
The term was coined in our earlier work [17].
 
Literatur
1.
Zurück zum Zitat Brambilla, M., Fraternali, P., Vaca, C.: BPMN and design patterns for engineering social BPM solutions. In: Business Process Management Workshops, pp. 219–230 (2011) Brambilla, M., Fraternali, P., Vaca, C.: BPMN and design patterns for engineering social BPM solutions. In: Business Process Management Workshops, pp. 219–230 (2011)
2.
Zurück zum Zitat Brucker, A., Gal, A., Herwix, A., Hull, R., Mecella, M., Nezhad, H.R.M., Santoro, F.M., Slaats, T., Wong, W.: Knowledge-intensive Processes. Unpublished manuscript created by a working group during the Dagstuhl workshop on “Fresh Approaches to Business Process Modeling", 8 May 2016 Brucker, A., Gal, A., Herwix, A., Hull, R., Mecella, M., Nezhad, H.R.M., Santoro, F.M., Slaats, T., Wong, W.: Knowledge-intensive Processes. Unpublished manuscript created by a working group during the Dagstuhl workshop on “Fresh Approaches to Business Process Modeling", 8 May 2016
4.
Zurück zum Zitat Di Ciccio, C., Marrella, A., Russo, A.: Knowledge-intensive processes: characteristics, requirements and analysis of contemporary approaches. J. Data Semant. 4(1), 29–57 (2015)CrossRef Di Ciccio, C., Marrella, A., Russo, A.: Knowledge-intensive processes: characteristics, requirements and analysis of contemporary approaches. J. Data Semant. 4(1), 29–57 (2015)CrossRef
6.
Zurück zum Zitat dos Santos França, J.B., Netto, J.M., do E.S. Carvalho, J., Santoro, F.M., Baião, F.A., Pimentel, M.G.: KIPO: the knowledge-intensive process ontology. Softw. Syst. Model. 14(3), 1127–1157 (2015) dos Santos França, J.B., Netto, J.M., do E.S. Carvalho, J., Santoro, F.M., Baião, F.A., Pimentel, M.G.: KIPO: the knowledge-intensive process ontology. Softw. Syst. Model. 14(3), 1127–1157 (2015)
7.
Zurück zum Zitat Ghose, A.K., Narendra, N.C., Ponnalagu, K., Panda, A., Gohad, A.: Goal-driven business process derivation. In: Kappel, G., Maamar, Z., Motahari-Nezhad, H.R. (eds.) Service Oriented Computing. LNCS, vol. 7084, pp. 467–476. Springer, Heidelberg (2011)CrossRef Ghose, A.K., Narendra, N.C., Ponnalagu, K., Panda, A., Gohad, A.: Goal-driven business process derivation. In: Kappel, G., Maamar, Z., Motahari-Nezhad, H.R. (eds.) Service Oriented Computing. LNCS, vol. 7084, pp. 467–476. Springer, Heidelberg (2011)CrossRef
13.
Zurück zum Zitat Marin, M., Hull, R., Vaculín, R.: Data-centric BPM the emerging Case management standard: a short survey. In: Business Process Management Workshops, pp. 24–30 (2012) Marin, M., Hull, R., Vaculín, R.: Data-centric BPM the emerging Case management standard: a short survey. In: Business Process Management Workshops, pp. 24–30 (2012)
14.
Zurück zum Zitat Marrella, A., Mecella, M., Sardiña, S.: SmartPM: an adaptive process management system through situationcalculus, indigolog, and classical planning. In: Proceedings of Conference on Principles of Knowledge Representation and Reasoning KR (2014) Marrella, A., Mecella, M., Sardiña, S.: SmartPM: an adaptive process management system through situationcalculus, indigolog, and classical planning. In: Proceedings of Conference on Principles of Knowledge Representation and Reasoning KR (2014)
15.
Zurück zum Zitat Marrella, A., Mecella, M., Sardiña, S.: An adaptive process management system based on situation calculus, indigolog, and classical planning. In: Proceedings of International Joint Conference on Artificial Intelligence (IJCAI) (2016, to appear) Marrella, A., Mecella, M., Sardiña, S.: An adaptive process management system based on situation calculus, indigolog, and classical planning. In: Proceedings of International Joint Conference on Artificial Intelligence (IJCAI) (2016, to appear)
16.
Zurück zum Zitat Nezhad, H.R.M.: Cognitive assistance at work. In: AAAI Fall Symposium Series. AAAI Publications, November 2015 Nezhad, H.R.M.: Cognitive assistance at work. In: AAAI Fall Symposium Series. AAAI Publications, November 2015
17.
Zurück zum Zitat Nezhad, H.R.M., Akkiraju, R.: Towards cognitive BPM as the next generation BPM platform for analytics-driven business processes. In: Business Process Management Workshops, pp. 158–164 (2014) Nezhad, H.R.M., Akkiraju, R.: Towards cognitive BPM as the next generation BPM platform for analytics-driven business processes. In: Business Process Management Workshops, pp. 158–164 (2014)
18.
Zurück zum Zitat Reichert, M., Weber, B.: Enabling Flexibility in Process-Aware Information Systems - Challenges, Methods, Technologies. Springer, Berlin (2012)CrossRefMATH Reichert, M., Weber, B.: Enabling Flexibility in Process-Aware Information Systems - Challenges, Methods, Technologies. Springer, Berlin (2012)CrossRefMATH
19.
Zurück zum Zitat Swenson, K. (ed.): Mastering the Unpredictable: How Adaptive Case Management Will Revolutionize The Way That Knowledge Workers Get Things Done. Meghan-Kiffer Press, Tampa (2010) Swenson, K. (ed.): Mastering the Unpredictable: How Adaptive Case Management Will Revolutionize The Way That Knowledge Workers Get Things Done. Meghan-Kiffer Press, Tampa (2010)
20.
Zurück zum Zitat Vaculín, R., Hull, R., Vukovic, M., Heath, T., Mills, N., Sun, Y.: Supporting collaborative decision processes. In: 2013 IEEE International Conference on Services Computing, Santa Clara, CA, USA, June 28 - July 3, 2013, pp. 651–658 (2013) Vaculín, R., Hull, R., Vukovic, M., Heath, T., Mills, N., Sun, Y.: Supporting collaborative decision processes. In: 2013 IEEE International Conference on Services Computing, Santa Clara, CA, USA, June 28 - July 3, 2013, pp. 651–658 (2013)
21.
Zurück zum Zitat van der Aa, H., Leopold, H., Reijers, H.A.: Detecting inconsistencies between process models and textual descriptions. In: Proceedings of International Conference on Business Process Management (BPM), pp. 90–105 (2015) van der Aa, H., Leopold, H., Reijers, H.A.: Detecting inconsistencies between process models and textual descriptions. In: Proceedings of International Conference on Business Process Management (BPM), pp. 90–105 (2015)
22.
Zurück zum Zitat van der Aalst, W.M.P., et al.: Process mining manifesto. In: Business Process Management Workshops, pp. 169–194 (2011) van der Aalst, W.M.P., et al.: Process mining manifesto. In: Business Process Management Workshops, pp. 169–194 (2011)
23.
Zurück zum Zitat van der Aalst, W.M.P., Weske, M., Grünbauer, D.: Case handling: a new paradigm for business process support. Data Knowl. Eng. 53(2), 129–162 (2005)CrossRef van der Aalst, W.M.P., Weske, M., Grünbauer, D.: Case handling: a new paradigm for business process support. Data Knowl. Eng. 53(2), 129–162 (2005)CrossRef
25.
Zurück zum Zitat Zhou, P., El-Gohary, N.: Ontology-based information extraction from environmental regulations for supporting environmental compliance checking. In: Computing in Civil Engineering, pp. 190–198 (2015) Zhou, P., El-Gohary, N.: Ontology-based information extraction from environmental regulations for supporting environmental compliance checking. In: Computing in Civil Engineering, pp. 190–198 (2015)
Metadaten
Titel
Rethinking BPM in a Cognitive World: Transforming How We Learn and Perform Business Processes
verfasst von
Richard Hull
Hamid R. Motahari Nezhad
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-45348-4_1

Premium Partner