Perspectives in Business Informatics Research

Name: Perspectives in Business Informatics Research | 23rd International Conference on Business Informatics Research, BIR 2024, Prague, Czech Republic, September 11-13, 2024, Proceedings
Brand: Springer
Price: 69.54 EUR
Availability: OnlineOnly

23rd International Conference on Business Informatics Research, BIR 2024, Prague, Czech Republic, September 11-13, 2024, Proceedings

Václav Repa Raimundas Matulevicius Emanuele Laurenzi(Editor)

Springer (Publisher)

Published on 10. September 2024

XVIII, 259 pages

E-Book

PDF with digital watermarking

System requirements

978-3-031-71333-0 (ISBN)

€69.54incl. 7% vat

System requirements

for PDF with digital watermarking

E-Book Single Licence

Available for download

Description

More details

Other editions

Content

Intro
Preface
Organization
Keynotes
Democratization of AI Tools: Bridging the Gap between Business Informatics and Accessible AI Innovation
A Meaningful Road to Explanation
Contents
AI Opportunities and Challenges
Business, Data and Analytics: Specifying AI Use Cases with the Help of Modeling Techniques
1 Introduction
2 Case Study Setting and Related Requirements
2.1 Case Study Setting
2.2 Case Study Requirements
3 Related Work and Choice of the Conceptual Model
3.1 Business View
3.2 Data and Analytics View
4 Application in a Real-World Case Study
4.1 Business View by Top-Down Strategy
4.2 Business View by User-Centric Strategy
4.3 Data View for the Prediction of Annual Construction Costs
4.4 Analytics View for the Prediction of Annual Construction Costs
5 Usefulness and Practical Application Tips
5.1 Usefulness of the Conceptual Models
5.2 Efficient Use of the Conceptual Model
6 Conclusion
References
Generative AI for BPMN Process Analysis: Experiments with Multi-modal Process Representations
1 Introduction
2 Large Language Models and the BPM Lifecycle
3 Related Works
4 Experimental Setup
5 Experimental Outcomes and Evaluation
5.1 RDF vs. XML Formats
5.2 RDF vs. Images (PNG)
5.3 Future Work: Serialization Generation
6 Conclusions
References
LLM-Assistance for Quality Control of LLM Output
1 Introduction
2 Theoretical Background
2.1 Large Language Models
2.2 LLM Support for Enterprise Modelling
3 Related Work
3.1 Quality Evaluation of LLM Output
3.2 Literature Analysis on LLM for Quality Control in EM
4 Quality Criteria for LLM Output in EM
4.1 Definition of Quality Criteria
4.2 Operationalization of the Defined Criteria
5 Experiments into LLM for Quality Control of LLM in EM
5.1 Experiments in Triangulation
5.2 Experiments in Inverse Mappings
6 Conclusion and Future Work
References
AI Applications and Use Cases in Business
Unlocking Viewer Insights in Linear Television: A Machine Learning Approach
1 Introduction
2 Pipeline
2.1 Data Collection
2.2 Determining Viewer Time Slots
2.3 Content Genre Biases: Unveiling Viewer Preferences
2.4 Device Signature: Capturing Essential Features
2.5 Household Categorisation: Timing and Content
3 Data Analysis and Feature Selection
3.1 Classification Results
3.2 Feature Significance
4 Machine Learning Experiments and Results
4.1 Error Analysis: Confusion Matrices
4.2 Summary of Results
5 Related Works
6 Conclusions and Future Work
References
Comparison of AI-Based Document Classification Platforms
1 Introduction
2 Overview of the Field of Document Classification
3 Comparison Methodology
3.1 Description of the Dataset Used for the Study
3.2 Free Open Source Models Implementation
3.3 Overview of Proprietary Software
3.4 Evaluation Metrics and Methodology for Comparison
4 Results
4.1 Performance of Free Open Source Software
4.2 Performance of Proprietary Software
4.3 Cost Comparison
5 Discussion, Conclusion and Limitations
References
Towards Model-driven Enhancement of Safety in Healthcare Robot Interactions
1 Introduction
2 Background
2.1 Robots in Healthcare
2.2 Robot Interaction
2.3 Safety in Robot Interactions
2.4 Challenges and Shortcomings
2.5 Modeling
3 Methodology
4 Findings from the Literature Review
4.1 Faults
4.2 Safety Dimensions
4.3 Dependability
5 Elicited Requirements
6 Safety as a Modeling Viewpoint
7 Instantiation of the Meta-Model Slice for a Use Case
8 Discussion
9 Conclusions
References
Business Intelligence
Modelling of Organisational Rules in Complex Adaptive Systems: a Systematic Mapping Study
1 Introduction
2 Organisations as Complex Adaptive Systems
3 Methodology
4 Results and Analysis
4.1 Components
4.2 Part-of
4.3 Behaviour
4.4 Adaptation
4.5 Complexity
5 Discussion
5.1 Abstraction and Power Relations
5.2 Absence of Nonlinearity and Nondeterminism
5.3 Social Interaction with Rules
5.4 Modelling Feedback Channels
6 Conclusion
References
Towards Method Support for Variability Modelling in Enterprise Architecture Management
1 Introduction
2 Research Approach
3 Background and Related Work
3.1 Enterprise Architecture Management
3.2 Variability in EAM
3.3 Method Engineering
4 Requirements to Method Support
4.1 Industrial Case Study
4.2 Method Requirements
5 Method Prototype
5.1 Definition of Building Block
5.2 Systematic Approach
5.3 Application of the Method Prototype in the Case Study
6 Discussion and Conclusions
References
Cross-section of Business Intelligence Projects: Information Systems Success Perspective
1 Introduction
2 Related Work
3 Business Intelligence Implementation Success Model
3.1 Foundation
3.2 Implementation Factors
3.3 Augmented Success Model
3.4 Project Success Evaluation
4 Implementation Projects
4.1 Successful Project Evaluation
4.2 Failed Project Evaluation
5 Conclusions
References
Business and Information Systems Development
Incorporating Ethical Aspects in Information Systems Requirements Engineering
1 Introduction
2 Implementing Values into Requirements Engineering in Information Systems Context
2.1 Requirements Engineering
2.2 Ethical Analysis in Information Systems Research
3 Towards Introducing Ethical Analysis into Requirements Engineering
4 Discussion and Outlook
References
Suitability of Business Process Modeling Methods for Requirements Elicitation
1 Introduction
2 Background
2.1 On Requirements Engineering Standards
2.2 Business Process Modeling Languages and Methods
3 The Analysis of the Languages/Methods
4 Discussion
5 Conclusion
References
Software Architectures and the Use of Knowledge Graphs to Support Their Design
1 Introduction
2 Methodology
3 Related Works
4 The Knowledge Structures of MVC
5 Glueing Together UML Designs and TOGAF's Architecture Migration in a Knowledge Graph
6 Discussion on Generalization Potential
7 Conclusions
References
Technical Debt - Insights Into a Manufacturing SME Case Study
1 Introduction
2 Background
2.1 Technical Debt
2.2 Literature Review
3 Research Method and Data Collection
4 Results
4.1 Technical Debt Model
4.2 Comparison to Software Industry
5 Conclusion and Discussion
References
Knowledge and Traceability Management
Discovery Rules for Depicting Tacit Knowledge Usage and Management in Fractal Enterprise Models
1 Introduction
2 Research Background
2.1 Tacit Knowledge
2.2 Introduction to Fractal Enterprise Model
2.3 Research Approach
2.4 Literature Review: Tacit Knowledge in Enterprise Models
2.5 Discovery Power of Enterprise Modeling Languages
3 Discovery Rules for Internal Tacit Assets Management
3.1 Adding Tacit Asset
3.2 Learning from Experience
3.3 Socialization
3.4 Externalization
3.5 Internalization
3.6 An Example
4 Discovery Rules for External Tacit Assets Management
5 Conclusion and Plans for the Future
References
DDIs-Graph: an Approach to Identify Drug-Drug Interactions and Recommend Alternative Drugs
1 Introduction
2 Background
3 Material and Methods
4 Approach
5 Validation
6 Conclusion
References
Exploring the Information Flow and the Grounding of Digital Product Passports Using the Work-Oriented Approach, an Industrial Case Study
1 Introduction
2 Background
2.1 Digital Product Passport
2.2 Work-Oriented Approach to Information Products (WOA)
3 Research and Case Method
3.1 Case Study Design
4 Industrial Case Study
4.1 Case Study Approach
4.2 WOA Starting Point
4.3 WOA Locate Context
4.4 WOA Frame
4.5 WOA Characterise
4.6 WOA Ground
4.7 WOA Retrospect
5 Discussions and Lessons Learned
6 Conclusions
References
Author Index

System requirements

Save as PDF Copy link into clipboard

Schweitzer Fachinformationen

Perspectives in Business Informatics Research

Description

More details

Other editions

Additional editions

Content

System requirements