Advanced Information Systems Engineering : 36th International Conference, CAiSE 2024, Limassol, Cyprus, June 3-7, 2024, Proceedings

• Autore: Guizzardi Giancarlo
• Pubblicazione: Cham : , : Springer International Publishing AG, , 2024; ©2024
• Edizione: 1st ed.
• Descrizione fisica: 1 online resource (644 pages)
• Altri autori: SantoroFlavia MouratidisHaralambos SofferPnina
• Nota di contenuto: Intro -- Preface -- Organization -- Abstracts of the Invited Talks -- The Colour of Cognition: From Abstract Computation to the Lived Mind -- Two Projects on Human Interaction with AI -- Contents -- Process Alignment, Comparison and Discovery -- Object-Centric Conformance Alignments with Synchronization -- 1 Introduction -- 2 Object-Centric Event Logs -- 3 Related Work and Modelling Features -- 4 Object-Centric Petri Nets with Identifiers -- 5 Encoding -- 6 Evaluation -- 7 Conclusion -- References -- Process Comparison Based on Selection-Projection Structures -- 1 Introduction -- 2 Related Work -- 3 Preliminaries -- 4 Selection-Projection-Based Difference Discovery -- 5 Evaluation -- 5.1 Case Study -- 5.2 Quantitative Evaluation on Scoring Concept Drift -- 6 Conclusion -- References -- Stochastic Process Discovery: Can It Be Done Optimally? -- 1 Introduction -- 2 Related Work -- 3 Preliminaries -- 4 The Stochastic Discovery Problem -- 4.1 Implications -- 4.2 `3́9`42`"̇613A``45`47`"603AuEMSC and Precision -- 5 Stochastic Discovery as a Decision Problem -- 6 Stochastic Discovery Given the Control-Flow Structure -- 7 Evaluation -- 8 Conclusion -- References -- Process Discovery, Monitoring and Correction -- Reinforcement Learning-Based Streaming Process Discovery Under Concept Drift -- 1 Introduction -- 2 Related Work -- 3 Preliminaries -- 3.1 Event and Trace Stream -- 3.2 Process Discovery and Conformance Checking -- 3.3 Streaming Process Discovery -- 4 Methodology -- 4.1 Process Discovery -- 4.2 Conformance Checking -- 4.3 RL-Based Parameter Selector -- 4.4 Concept Drift Detection -- 5 Experiment -- 5.1 Experimental Setting -- 5.2 Results and Discussions -- 6 Conclusion -- References -- Enhancing Predictive Process Monitoring with Time-Related Feature Engineering -- 1 Introduction -- 2 Background -- 3 Problem Definition. ; 4 Engineering Time-Related Features -- 5 Experimental Analysis -- 5.1 Experimental Setup -- 5.2 The Impact of Time-Related Features -- 5.3 Analysis of Elapsed Times -- 5.4 Interpretability -- 6 Related Works -- 7 Conclusion -- References -- Stochastic Directly-Follows Process Discovery Using Grammatical Inference -- 1 Introduction -- 2 Related Work -- 3 Preliminaries -- 4 Stochastic Directed Action Graphs -- 5 Stochastic Process Discovery -- 6 Evaluation -- 7 Discussion and Conclusion -- References -- Graphs and Graph Networks -- A Graph Language Modeling Framework for the Ontological Enrichment of Conceptual Models -- 1 Introduction -- 2 Background -- 3 Related Work -- 4 The GLaM4CM Framework -- 4.1 CKG Transformation and Context Generation -- 4.2 Problem Description -- 4.3 GLaM4CM Architecture -- 5 Framework Evaluation -- 5.1 Experimental Set Up -- 5.2 Results -- 6 Discussion -- 7 Conclusion -- References -- PGTNet: A Process Graph Transformer Network for Remaining Time Prediction of Business Process Instances -- 1 Introduction -- 2 Background and Related Work -- 3 Preliminaries -- 4 PGTNet for Remaining Time Prediction -- 4.1 Graph Representation of Event Prefixes -- 4.2 Training PGTNet to Predict Remaining Time -- 5 Evaluation -- 5.1 Experimental Setup -- 5.2 Results -- 6 Conclusion and Future Work -- References -- Multi-perspective Concept Drift Detection: Including the Actor Perspective -- 1 Introduction -- 2 Related Work -- 3 Preliminaries -- 3.1 Event Knowledge Graphs -- 3.2 Adding a Task Instance Layer -- 3.3 Aggregating Behavior -- 4 Method -- 4.1 Existing Change Point Detection -- 4.2 Generalizing Change Point Detection to EKGs -- 4.3 Extracting Actor and Control-Flow Features -- 4.4 Properties of Actor and Control-Flow Features -- 5 Experimental Results -- 5.1 Experimental Setup and Procedure -- 5.2 Results -- 6 Conclusion -- References. ; Process Modelling and Management -- On the Flexibility of Declarative Process Specifications -- 1 Introduction -- 2 Intuitions on Flexibility -- 2.1 Postulates for Flexibility -- 2.2 Related Work on Flexibility -- 3 Preliminaries -- 3.1 Deterministic Finite-State Automata -- 3.2 LTLf -- 3.3 Declarative Process Specifications -- 4 Flexibility of Declarative Process Specifications -- 4.1 A Language-Theoretic Measure of Flexibility -- 4.2 Applicability of the Flexibility Measure to Declare -- 5 Discussion on the Proposed Measure -- 5.1 Languages with Positive Flexibility Values -- 5.2 A Finer-Grained Analysis -- 6 Computing the Flexibility Measure -- 7 Conclusion -- References -- Towards a Multi-model Paradigm for Business Process Management -- 1 Introduction -- 2 Multi-model Scenarios -- 2.1 Hybrid Processes: Management of Funding Applications -- 2.2 Orchestration Processes: Assessment of Loan Applications -- 2.3 Collaborative Processes: Manufacturing of Car Parts -- 2.4 Instance-Spanning Processes: Operation of a Printing Agency -- 3 Modeling Requirements -- 4 Exploring a Potential Baseline Language -- 4.1 Current Capabilities -- 4.2 Language Extensions -- 5 Limitations -- 6 Related Work -- 7 Conclusion -- References -- Model-Based Recommendations for Next-Best Actions in Knowledge-Intensive Processes -- 1 Introduction -- 2 Related Work -- 3 Background -- 3.1 Fragment-Based Case Management -- 3.2 Filtering Actions According to Goal Models -- 4 Action Scores -- 4.1 Scores and Suitable Actions -- 4.2 Calculating Action Scores -- 5 Evaluation -- 6 Discussion and Conclusion -- References -- Prediction, Monitoring and Planning -- Towards Learning the Optimal Sampling Strategy for Suffix Prediction in Predictive Monitoring -- 1 Introduction -- 2 Related Work -- 3 Preliminaries -- 3.1 Reinforcement Learning -- 4 Approach -- 5 Evaluation. ; 5.1 Experimental Setup -- 5.2 Results -- 6 Conclusions -- References -- HOEG: A New Approach for Object-Centric Predictive Process Monitoring -- 1 Introduction -- 2 Related Work -- 3 Preliminaries -- 4 HOEG Approach -- 5 Evaluation -- 5.1 Feature Encodings -- 5.2 Models and Hyperparameters -- 5.3 Baselines and Evaluation Metrics -- 5.4 Object-Centric Datasets -- 6 Results -- 6.1 Hyperparameter Tuning Experiment -- 6.2 Encoding Type Experiment -- 6.3 Baseline Experiment -- 7 Discussion -- 8 Conclusion -- References -- A Context-Aware Framework to Support Decision-Making in Production Planning -- 1 Introduction -- 2 State of the Art -- 3 Framework Design -- 4 Business Case Description -- 5 Applying the Framework on the Business Case -- 6 Lessons Learned -- 7 Conclusions and Future Works -- References -- Data Preparation, Sharing, and Architecture -- Implementation Patterns for Zone Architectures in Enterprise-Grade Data Lakes -- 1 Introduction -- 2 Related Work: Implementation of Zone-Based Architectures and Other Data Lake Aspects -- 3 Implementation Patterns for Zone Architectures -- 3.1 Zone Structure Patterns -- 3.2 Zone Storage Patterns -- 3.3 Zone Data Flow Patterns -- 4 Pattern Evaluation -- 4.1 Case Studies -- 4.2 Pattern Application -- 4.3 Evaluation Results -- 5 Conclusion -- References -- Improving Understandability and Control in Data Preparation: A Human-Centered Approach -- 1 Introduction -- 2 A Framework for Supporting Data Preparation -- 3 Human-Centered Analysis -- 3.1 Interviews -- 3.2 Scenarios -- 3.3 Think-Aloud Sessions -- 3.4 Results and Conceptual Framework -- 4 The Human-Centered Solution -- 4.1 Modeling Explanations -- 4.2 Generating the Explanations -- 4.3 New Interactive Data Preparation Process -- 5 Related Work -- 6 Conclusions -- References. ; Data Friction: Physics-Inspired Metaphor to Evaluate the Technical Difficulties in Trustworthy Data Sharing -- 1 Introduction -- 2 Related Work -- 3 Federated Data Sharing Model -- 4 Evaluating Data Friction -- 5 Validation -- 6 Conclusions -- References -- Requirements -- Assuring Runtime Quality Requirements for AI-Based Components -- 1 Introduction -- 2 Related Work -- 2.1 Uncertainties in AI -- 2.2 Quality Assurance of AI-Based Components -- 2.3 Requirements Specification of AI-Based Components -- 2.4 Obstacle Analysis -- 3 Making Uncertainty Certain by NFR -- 3.1 The Context -- 3.2 The Rationale -- 3.3 An NFRs-Based Approach -- 4 A Running Example for the Approach -- 5 Conclusion and Discussion -- References -- Designing Military Command and Control Systems as System of Systems - An Analysis of Stakeholder Needs and Challenges -- 1 Introduction -- 2 Background and Related Work -- 2.1 The Role of New Technology -- 2.2 Shifting Paradigms in Military Capability Management -- 2.3 Military Command and Control (C2) -- 3 Method -- 4 Findings -- 5 Discussion and Analysis -- 6 Conclusions and Future Work -- References -- Improving Requirement Traceability by Leveraging Video Game Simulations in Search-Based Software Engineering -- 1 Introduction -- 2 Background -- 3 Our Approach -- 3.1 NPC-Based Simulations -- 3.2 Natural Language Processing -- 3.3 Evolutionary TLR -- 4 Evaluation -- 4.1 Research Questions -- 4.2 Experimental Setup -- 4.3 Implementation Details -- 5 Results -- 5.1 Research Question 1 -- 5.2 Research Question 2 -- 5.3 Research Question 3 -- 5.4 Research Question 4 -- 6 Discussion -- 7 Threats to Validity -- 8 Related Work -- 9 Conclusion -- References -- Process and Decision Mining -- From Loss of Interest to Denial: A Study on the Terminators of Process Mining Initiatives -- 1 Introduction -- 2 Background and Related Work. ; 3 Methodology and Research Methods.
• Titolo autorizzato: Advanced Information Systems Engineering
• ISBN: 9783031610578; 9783031610561
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910865246403321
• Lo trovi qui: Univ. Federico II
• Serie: Lecture Notes in Computer Science Series