Umfang:
1 Online-Ressource (836 Seiten)
Ausgabe:
1st ed
ISBN:
9783031057601
Serie:
Lecture Notes in Business Information Processing Series v.446
Anmerkung:
Description based on publisher supplied metadata and other sources
,
Intro -- Preface -- Organization -- Engineering the New Fabric of the Information Infrastructure - IoT, Edge, and Cloud -- "We Are Open. The Door is Just Very Heavy": New Challenges in Information Science or How can IS Help with Fairness, Diversity, Non-Discrimination? -- Contents -- Data Science and Data Management -- Personal Data Markets: A Narrative Review on Influence Factors of the Price of Personal Data -- 1 Introduction -- 2 Research Approach and Sample -- 2.1 Research Approach -- 2.2 Sample Description -- 3 Results -- 3.1 General Results -- 3.2 Influence Factors on Pricing Personal Data -- 4 Synthesis of Findings -- 5 Conclusion and Limitations -- Appendix - Overview of Included Papers -- References -- What's in a (Data) Type? Meaningful Type Safety for Data Science -- 1 Introduction -- 2 Datatypes Fail to Typify Data -- 2.1 Time -- 2.2 Mereology -- 2.3 Provenance -- 3 Current Approaches -- 3.1 Documentation Standards -- 3.2 Provenance Tracking -- 3.3 Knowledge Representation -- 4 Case Study: StatCAN Census Data -- 4.1 Example Operations -- 5 Meaningful Type Safety Framework (MeTS) -- 5.1 Interface Component -- 5.2 Typing Component -- 6 Type System -- 6.1 Syntax -- 6.2 Expression Trees -- 6.3 Preconditions -- 6.4 Implementation -- 7 Application and Evaluation on StatCAN Data -- 7.1 Disjointedness -- 7.2 Provenance -- 8 Research Program -- 8.1 Correspondence Theorem -- 8.2 Tractability -- 9 Conclusion -- References -- Research Data Management in the Image Lifecycle: A Study of Current Behaviors -- 1 Introduction -- 2 Literature Review -- 3 Methodology -- 4 Results -- 4.1 Planning -- 4.2 Creation/Compilation -- 4.3 Quality Assurance -- 4.4 Processing/Analysis -- 4.5 Description -- 4.6 Storage -- 4.7 Sharing -- 5 Discussion -- 6 Conclusion and Future Work -- References -- Information Search and Analysis
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Towards an Arabic Text Summaries Evaluation Based on AraBERT Model -- 1 Introduction -- 2 Related Works -- 3 Challenges of Arabic Language Processing -- 4 Proposed Method -- 4.1 Features -- 4.2 Model Construction -- 5 Dataset -- 6 Results and Discussion -- 6.1 Summary Evaluation Level -- 6.2 System Evaluation Level -- 7 Conclusion -- References -- A Recommender System for EOSC. Challenges and Possible Solutions -- 1 Introduction -- 2 Overview of Recommender Systems -- 2.1 Goals of a Recommender System -- 2.2 Academic Recommender Systems -- 2.3 Novel Approaches for Building Recommender Systems -- 3 A Recommender System for EOSC -- 3.1 About EOSC -- 3.2 EOSC Users -- 3.3 Motivation for Improved Recommendations in EOSC -- 3.4 User Demands for Recommendations in EOSC -- 4 Challenges for the EOSC Recommender System -- 5 EOSC Recommender System - Architecture and Data Processing -- 5.1 Online Modules -- 5.2 Nearline Modules -- 5.3 Offline Modules -- 5.4 A Data Flow Example -- 6 Discussion -- 7 Summary -- References -- ERIS: An Approach Based on Community Boundaries to Assess Polarization in Online Social Networks -- 1 Introduction -- 2 Related Work -- 3 The ERIS Method -- 3.1 Formal Definitions -- 3.2 Algorithm -- 4 Experimentations -- 4.1 Execution on Large Graphs -- 4.2 Case Study on Real Data -- 5 Discussions -- 6 Conclusion -- References -- Business Process Management -- Progress Determination of a BPM Tool with Ad-Hoc Changes: An Empirical Study -- 1 Introduction -- 2 Backgrounds -- 3 Research Methodology and Study Design -- 3.1 Research Questions -- 3.2 Data Collection Method -- 3.3 Study Design -- 3.4 Data Analysis Method -- 4 Evaluation -- 5 Related Work -- 6 Summary and Outlook -- References -- Enabling Conformance Checking for Object Lifecycle Processes -- 1 Introduction -- 2 Fundamentals -- 3 Problem Statement
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4 Granularity and Flexibility of Lifecycle Processes -- 4.1 Granularity of Object Lifecycle Processes -- 4.2 Flexibility in Object Lifecycle Processes -- 4.3 Flexibility on State Level -- 4.4 Flexibility on Step Level -- 5 Conformance Checking of Lifecycle Processes -- 5.1 Conformance Categories -- 5.2 Leveraging Conformance Categories for Process Analysis -- 6 Experimental Evaluation -- 7 Related Work -- 8 Summary and Outlook -- References -- A Framework to Improve the Accuracy of Process Simulation Models -- 1 Introduction -- 2 Overall Idea and Motivation -- 3 Preliminary -- 4 Our Framework -- 4.1 Basic Features -- 4.2 Extended Features for Declare Rules -- 4.3 Temporal Features -- 4.4 Application of the Framework Using Different Features -- 4.5 Feature Selection and Normalization -- 5 Discussion -- 6 Implementation and Experiments -- 7 Related Works -- 8 Conclusion -- References -- Analyzing Process-Aware Information System Updates Using Digital Twins of Organizations -- 1 Introduction -- 2 Related Work -- 3 Background and Preliminaries -- 3.1 Process-Aware Information Systems (PAISs) -- 3.2 Object-Centric Petri Nets (OCPNs) -- 4 Modeling PAISs: Digital Twin Interface Model -- 4.1 Modeling PAIS Entities -- 4.2 Modeling PAIS Updates -- 5 Impact Analysis -- 5.1 Structural Impact Analysis -- 5.2 Operational Impact Analysis -- 5.3 Performance Impact Analysis -- 6 Evaluation -- 6.1 Implementation -- 6.2 Case Study -- 7 Conclusions -- References -- Hybrid Business Process Simulation: Updating Detailed Process Simulation Models Using High-Level Simulations -- 1 Introduction -- 2 Related Work -- 3 Preliminaries -- 3.1 Process Mining -- 3.2 System Dynamics -- 4 Approach -- 4.1 DES Simulation -- 4.2 SD Simulation -- 4.3 Designing and Updating the Interface Variables -- 5 Proof of Concept -- 5.1 Implementation -- 5.2 Designed Process and Scenario
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5.3 Hybrid Simulation of the Sample Process -- 6 Discussion -- 7 Conclusion -- References -- Business Process Mining -- Towards Event Log Management for Process Mining - Vision and Research Challenges -- 1 Introduction -- 2 Preliminaries -- 2.1 Process Mining -- 2.2 Event Logs -- 3 Method -- 3.1 Narrative -- 3.2 Artifact Network -- 4 Event Log Management Framework -- 4.1 Event Log Lifecycle -- 4.2 Event Log Foundation -- 4.3 Event Log Governance -- 5 Discussion and Limitations -- 6 Conclusion and Future Research -- References -- Process Mining for Process Improvement - An Evaluation of Analysis Practices -- 1 Introduction -- 2 Background and Related Work -- 3 Empirical Method -- 3.1 Study Setup -- 3.2 Data Collection and Analysis -- 4 Findings -- 4.1 Identifying Improvement Opportunities -- 4.2 Selecting Improvement Opportunities -- 4.3 Communicating Results -- 5 Discussion -- 5.1 Implications -- 5.2 Limitations -- 6 Conclusion -- References -- Data-Driven Analysis of Batch Processing Inefficiencies in Business Processes -- 1 Introduction -- 2 Background and Related Work -- 3 Identification of Batch Processing Inefficiencies -- 3.1 Batch Processing Discovery -- 3.2 Batch Processing Behavior Analysis -- 3.3 Waiting Time Analysis of Batch Processing Activities -- 4 Evaluation -- 4.1 Experiments with Synthetic Data -- 4.2 Experiments with a Real-Life Log -- 5 Conclusion -- References -- The Analysis of Online Event Streams: Predicting the Next Activity for Anomaly Detection -- 1 Introduction -- 2 Related Work -- 3 Preliminaries -- 3.1 Event Log -- 3.2 Next Activity Prediction -- 3.3 Unsupervised Anomaly Detection -- 4 Approach -- 4.1 Predictive Anomaly Detection (PAD) -- 4.2 Online PAD Using Sliding Window and Retraining Interval -- 5 Empirical Evaluation -- 5.1 Setup of Evaluation -- 5.2 Baseline - Unsupervised Anomalous Event Detection
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6 Result and Discussion -- 7 Conclusion and Challenges -- References -- Process Mining: A Guide for Practitioners -- 1 Introduction -- 2 Related Work -- 3 Systematic Literature Review -- 4 Results -- 4.1 Process Mining Use Cases -- 4.2 Business-Oriented Questions -- 5 Framework -- 5.1 Framework Instantiation -- 5.2 Limitations -- 6 Conclusion -- References -- Digital Transformation and Smart Life -- How Do Startups and Corporations Engage in Open Innovation? An Exploratory Study -- 1 Introduction -- 2 Background -- 2.1 Digital Transformation -- 2.2 Open Innovation -- 3 Research Method -- 4 Results -- 4.1 Overview of Studied Startups and Corporations -- 4.2 Engagement Models Adopted by Startups with Corporations -- 4.3 Drivers Involved in Startup-Corporation Relationships -- 4.4 Challenges for Startups and Corporations -- 4.5 Benefits for Startups and Corporations -- 5 Lessons Learned and Recommendations -- 5.1 Recommendations for Startups -- 5.2 Recommendations for Corporations -- 6 Related Work -- 7 Conclusions, Limitations and Future Work -- References -- Smart Life: Review of the Contemporary Smart Applications -- 1 Introduction -- 2 Research Approach -- 3 Analysis of Smart Application Research -- 3.1 Taxonomy and Evolution of Smart Applications -- 3.2 Sources of Papers Publishing on Smart Applications -- 3.3 Smart Applications Underlying Terminology -- 3.4 Smart Life Driving Factors -- 4 Conclusion and Future Research -- References -- Conceptual Modelling and Ontologies -- Conceptual Integration for Social-Ecological Systems -- 1 Introduction -- 2 Social-Ecological Systems -- 2.1 Social-Ecological System Framework -- 2.2 Ecosystem Services -- 3 Ontological Foundations for Social-Ecological Systems -- 3.1 Ontological Clarification of SESs Components -- 3.2 Integrated Social-Ecological Perspectives Framework -- 4 Conclusions and Future Works
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References
Weitere Ausg.:
Erscheint auch als Druck-Ausgabe Guizzardi, Renata Research Challenges in Information Science Cham : Springer International Publishing AG,c2022 ISBN 9783031057595
Sprache:
Englisch
Fachgebiete:
Wirtschaftswissenschaften
,
Philosophie
Schlagwort(e):
Informationsmanagement
;
Prozessmanagement
;
Datenmanagement
;
Informationsethik
;
Konferenzschrift
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