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- Issa Mattos, David, 1990, et al.
(författare)
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Leveraging business transformation with machine learning experiments
- 2019
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Ingår i: Lecture Notes in Business Information Processing. - Cham : Springer International Publishing. - 1865-1356 .- 1865-1348. ; 370 LNBIP, s. 183-191
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Konferensbidrag (refereegranskat)abstract
- The deployment of production-quality ML solutions, even for simple applications, requires significant software engineering effort. Often, companies do not fully understand the consequences and the business impact of ML-based systems, prior to the development of these systems. To minimize investment risks while evaluating the potential business impact of an ML system, companies can utilize continuous experimentation techniques. Based on action research, we report on the experience of developing and deploying a business-oriented ML-based dynamic pricing system in collaboration with a home shopping e-commerce company using a continuous experimentation (CE) approach. We identified a set of generic challenges in ML development that we present together with tactics and opportunities.
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| 2. |
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Advanced Information Systems Engineering Workshops : CAiSE 2015 International Workshops, Stockholm, Sweden, June 8-9, 2015, Proceedings
- 2015
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Proceedings (redaktörskap) (refereegranskat)abstract
- This book constitutes the thoroughly refereed proceedings of seven international workshops held in Stockholm, Sweden, in conjunction with the 27th International Conference on Advanced Information Systems Engineering, CAiSE 2015, in June 2015.The 38 full and nine short papers were carefully selected from 107 submissions.The workshops were the Second International Workshop on Advances in Services Design based on the Notion of Capability (ASDENCA), the Third International Workshop on Cognitive Aspects of Information Systems Engineering (COGNISE), the First International Workshop on Digital Business Innovation and the Future Enterprise Information Systems Engineering (DiFenSE), the First International Workshop on Enterprise Modeling (EM), the First Workshop on the Role of Real-World Objects in Business Process Management Systems (RW-BPMS), the 10th International Workshop on Trends in Enterprise Architecture Research (TEAR), and the 5th International Workshop on Information Systems Security Engineering (WISSE).
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| 3. |
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Advanced Information Systems Engineering Workshops : Proceedings
- 2019
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Proceedings (redaktörskap) (refereegranskat)abstract
- This book constitutes the thoroughly refereed proceedings of three international workshops held in Rome, Italy, in June 2019, associated with the 31st International Conference on Advanced Information Systems Engineering, CAiSE 2019. These workshops were: COGNISE, The 7th International Workshop on Cognitive Aspects of Information Systems Engineering KET4DF, First International Workshop on Key Enabling Technologies for Digital Factories BIOC&FAISE, Joint Workshop on Blockchains for Inter-Organizational Collaboration and Felxible Advanced Information Systems The total of 19 papers presented in this volume were carefully reviewed and selected from 39 submissions.
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| 4. |
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Enterprise, Business-Process and Information Systems Modeling : Proceedings
- 2016
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Proceedings (redaktörskap) (refereegranskat)abstract
- This book contains the refereed proceedings of the 17th International Conference on Business Process Modeling, Development and Support, BPMDS 2016, and the 21st International Conference on Exploring Modeling Methods for Systems Analysis and Design, EMMSAD 2016, held together with the 28th International Conference on Advanced Information Systems Engineering (CAiSE 2016) in Ljubljana, Slovenia, in June 2016.The focus theme for BPMDS 2016 papers was ”Business Processes in a Connected World”, for which three subthemes were identified: business processes for connecting people, connecting intelligent objects to business processes and connecting information/data/knowledge to business processes. The 17 full and 1 short paper accepted for BPMDS were selected from 48 submissions and are grouped into topical sections on process execution support; improving usability of process models; social and human perspectives; new directions in process modeling; consistency, correctness and compliance; process and data mining; and process variability.The intention of EMMSAD is to solicit papers related to the field of information systems analysis and design including numerous information modeling methods and notations that are typically evolving. These ongoing changes significantly impact the way information systems, enterprises, and business processes are being analyzed and designed in practice. The 12 full papers accepted for EMMSAD were chosen from 19 submissions and are grouped into topical sections on fundamental issues in modeling; requirements and regulations; enterprise and software ecosystem modeling; information and process model quality; meta-modeling and domain specific modeling and model composition; and modeling of architecture and design.
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| 5. |
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Enterprise, Business-Process and Information Systems Modeling : Proceedings
- 2019
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Proceedings (redaktörskap) (refereegranskat)abstract
- This book constitutes the proceedings of two events held at the CAiSE conference and relating to the areas of enterprise, business process and information systems modeling: The 20th International Conference on Business Process Modeling, Development and Support, BPMDS 2019, and the 24th International Conference on Evaluation and Modeling Methods for Systems Analysis and Development, EMMSAD 2019. The conferences took place in Rome, Italy, in June 2019. BPMDS: large and complex business process modeling and development; execution and understandability of declarative process models; novel approaches in enterprise modeling; transformative business process modeling, development, and support. EMMSAD: foundations of modeling and method engineering; enterprise process and capability modeling; information systems and requirements modeling; domain-specific and ontology modeling; and evaluation of modeling approaches.
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| 6. |
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Enterprise, Business-Process and Information Systems Modeling : Proceedings
- 2014
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Proceedings (redaktörskap) (refereegranskat)abstract
- This book contains the refereed proceedings of the 15th International Conference on Business Process Modeling, Development and Support (BPMDS 2014) and the 19th International Conference on Exploring Modeling Methods for Systems Analysis and Design (EMMSAD 2014), held together with the 26th International Conference on Advanced Information Systems Engineering (CAiSE 2014) in Thessaloniki, Greece, in June 2014.The 20 full papers accepted for BPMDS were selected from 48 submissions and cover a wide spectrum of issues related to business process development, modeling, and support. They are grouped into topical sections on business process modeling as a human-driven process, representing the human perspective of business processes, supporting humans in business processes, variability-enabling process models, various models for various process perspectives, and BPMDS in practice.The ten full and three short papers accepted for EMMSAD were chosen from 27 submissions and focus on exploring, evaluating, and enhancing modeling methods and methodologies for the analysis and design of information systems, enterprises, and business processes. They are grouped into sections on conceptual modeling, requirements modeling, business process modeling, goal and language action modeling, enterprise and business modeling, and new approaches.
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Enterprise, Business-Process and Information Systems Modeling : 21st International Conference, BPMDS 2020, 25th International Conference, EMMSAD 2020, Grenoble, France, June 8–9, 2020, Proceedings
- 2020. - 1
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Proceedings (redaktörskap) (refereegranskat)abstract
- This book contains the proceedings of two long-running events held along with the CAiSE conference relating to the areas of enterprise, business-process and information systems modeling: the 21st International Conference on Business Process Modeling, Development and Support (BPMDS 2020) and the 25th International Conference on Exploring Modeling Methods for Systems Analysis and Development (EMMSAD 2020). The two working conferences had a joint keynote on “Automated Process Improvement: Status, Challenges, and Perspectives” given by Marlon Dumas, Professor of Information Systems at Institute of Computer Science, University of Tartu.
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| 9. |
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Perspectives in Business Informatics Research : 17th International Conference, BIR 2018, Stockholm, Sweden, September 24-26, 2018, Proceedings
- 2018
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Proceedings (redaktörskap) (refereegranskat)abstract
- This book constitutes the proceedings of the 17th International Conference on Perspectives in Business Informatics Research, BIR 2018, held in Stockholm, Sweden, in September 2018. This year’s conference theme was “Business Resilience – Organizational and Information System Resilience in Congruence”.The 17 papers presented in this volume were carefully reviewed and selected from 50 submissions. The papers were organized in topical sections named: business, people and system resilience; resilient collaboration; digital transformation; information technology management; enterprise systems and data analytics; and business and information systems development.
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