Enabling Process Management for Loosely Framed Knowledge-intensive Processes (Record no. 177888)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 08002nam a22005535i 4500 |
| 001 - CONTROL NUMBER | |
| control field | 978-3-030-66193-9 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | DE-He213 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20240423125431.0 |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
| fixed length control field | cr nn 008mamaa |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 210123s2020 sz | s |||| 0|eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9783030661939 |
| -- | 978-3-030-66193-9 |
| 024 7# - OTHER STANDARD IDENTIFIER | |
| Standard number or code | 10.1007/978-3-030-66193-9 |
| Source of number or code | doi |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
| Classification number | HD30.2 |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | KJQ |
| Source | bicssc |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | COM005030 |
| Source | bisacsh |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | KJQ |
| Source | thema |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 658.4038 |
| Edition number | 23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Mertens, Steven. |
| Relator term | author. |
| Relator code | aut |
| -- | http://id.loc.gov/vocabulary/relators/aut |
| 245 10 - TITLE STATEMENT | |
| Title | Enabling Process Management for Loosely Framed Knowledge-intensive Processes |
| Medium | [electronic resource] / |
| Statement of responsibility, etc | by Steven Mertens. |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 1st ed. 2020. |
| 264 #1 - | |
| -- | Cham : |
| -- | Springer International Publishing : |
| -- | Imprint: Springer, |
| -- | 2020. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | XI, 202 p. 51 illus., 21 illus. in color. |
| Other physical details | online resource. |
| 336 ## - | |
| -- | text |
| -- | txt |
| -- | rdacontent |
| 337 ## - | |
| -- | computer |
| -- | c |
| -- | rdamedia |
| 338 ## - | |
| -- | online resource |
| -- | cr |
| -- | rdacarrier |
| 347 ## - | |
| -- | text file |
| -- | |
| -- | rda |
| 490 1# - SERIES STATEMENT | |
| Series statement | Lecture Notes in Business Information Processing, |
| International Standard Serial Number | 1865-1356 ; |
| Volume number/sequential designation | 409 |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 1 Introduction -- 1.1 Terminology and Research Context -- 1.2 Problem Statement -- 1.3 Research Objectives -- 1.4 Research Methodology -- 1.5 Dissertation Structure -- 2 Towards a Decision-aware Declarative Process Modeling Language for Knowledge-intensive Processes -- 2.1 Introduction -- 2.2 Related Work -- 2.3 Research Methodology -- 2.4 Language Requirements -- 2.5 Designing the Perspectives -- 2.5.1 The arm fracture case -- 2.5.2 Declare as a foundation -- 2.5.3 Extending the functional and control-flow perspectives -- 2.5.4 Adding a notion of time-awareness to the constraint templates -- 2.5.5 Supporting the data perspective -- 2.5.6 Supporting the resource perspective -- 2.6 Integrating the Perspectives -- 2.6.1 Integrating the data perspective -- 2.6.2 Integrating the resource perspective -- 2.6.3 DeciClare -- 2.7 Evaluation -- 2.7.1 The evaluation set-up -- 2.7.2 Evaluating the perceived semantic quality -- 2.7.3 Evaluating the pragmatic quality -- 2.7.4 Evaluating the language-domain appropriateness -- 2.8 Positioning of DeciClare in the Research Domain -- 2.9 Conclusion -- 2.10 Limitations and Future Work -- 3 Discovering Loosely Framed Knowledge-intensive Processes using DeciClareMiner -- 3.1 Introduction -- 3.2 Related Work -- 3.3 Modeling Healthcare Processes: DeciClare -- 3.4 Research Methodology -- 3.5 Discovering Healthcare Process Models: DeciClareMiner -- 3.5.1 Phase 1: Mining decision-independent rules -- 3.5.1.1 Leveraged property -- 3.5.1.2 The iteration principle: optimizations -- 3.5.1.3 The join criteria -- 3.5.1.4 The join step -- 3.5.1.5 Running example -- 3.5.1.6 The output of the first phase -- 3.5.2 Phase 2: Mining decision-dependent rules -- 3.5.2.1 Fitness Function -- 3.5.2.2 Optimization -- 3.5.2.3 Running example -- 3.5.2.4 The output after the second phase -- 3.6 Evaluation -- 3.6.1 Dataset -- 3.6.2 Benchmark creation -- 3.6.3 Results -- 3.6.4 Discussion -- 3.7 Limitations -- 3.8 Conclusions and Directions for Future Research -- 4 Integrated Declarative Process and Decision Discoveryof the Emergency Care Process -- 4.1 Introduction -- 4.2 Research Methodology -- 4.3 Discovering the Emergency Care Process with DeciClareMiner -- 4.3.1 Extraction -- 4.3.2 Data Preprocessing -- 4.3.3 Log Preparation -- 4.3.4 Mining a Process and Decision Model -- 4.3.5 Evaluation -- 4.4 Method Application: The Emergency Care Process -- 4.4.1 Extraction -- 4.4.2 Data Preprocessing -- 4.4.3 Log Preparation -- 4.4.4 Mining a Process and Decision Model -- 4.4.5 Evaluation -- 4.4.6 Discussion -- 4.5 Conclusion and Future Research -- 5 Operational Support for Loosely Framed Knowledge-intensive Processes -- 5.1 A Generic Framework for Flexible and Data-Aware Business Process Engines -- 5.1.1 Introduction -- 5.1.2 Research Methodology -- 5.1.3 Problem Statement and Solution Requirements -- 5.1.4 Data-Aware Declarative Process Enactment Framework -- 5.1.5 Demonstration -- 5.1.5.1 Process Definition: DeciClare -- 5.1.5.2 DeciClareEngine -- 5.1.5.3 Related Work -- 5.1.5.4 Conclusion and Future Research -- 5.2 Comparing Strategies to Generate Experience-based Clinical Process Recommendations that Leverage Similarity to Historic Data -- 5.2.1 Introduction -- 5.2.2 Related Work -- 5.2.3 Terminology and Formal Problem Definition -- 5.2.4 Research Methodology -- 5.2.5 Strategies -- 5.2.5.1 Pre-calculated similarity scorers -- 5.2.5.2 Positionless similarity scorers -- 5.2.5.3 Variable-position similarity scorers -- 5.2.5.4 Combinated scorers -- 5.2.6 Experiments -- 5.2.6.1 Experiment 1: comparing the general predictive power over different data sets -- 5.2.6.1.1 Experimental setup -- 5.2.6.1.2 Computational results -- 5.2.6.2 Experiment 2: the relation between predictive power and the size of H -- 5.2.6.2.1 Experimental setup -- 5.2.6.2.2 Computational results -- 5.2.7 Discussion -- 5.2.8 Conclusion and Future Research -- 6 Conclusion and Future Research -- 6.1 Research Results -- 6.2 Research Relevance and Implications -- 6.2.1 Implications for researchers -- 6.2.2 Implications for process stakeholders -- 6.2.3 Generalizability to other domains -- 6.3 Research Limitations and Future Research -- Appendix A: Arm fracture case description (based on literature) -- Appendix B: Original textual DeciClare model of arm fracture case -- Available resources -- Available activities -- Available data elements -- Resource constraints -- Control-flow constraints -- Appendix C: Semi-structured interview protocol (translated from Dutch) -- Appendix D: Final textual DeciClare model of arm fracture case -- Defined Elements -- Constraints -- Appendix E: The join step of DeciClareMiner (decision-independent) -- Appendix F: The DeciClare templates supported by DeciClareEngine -- References. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | This book is a revised version of the PhD dissertation written by the author at the Department of Business Informatics and Operations Management at Ghent University in Belgium. It addresses shortcomings in Business Process Management concerning loosely framed knowledge-intensive processes, which are characterized by their numerous valid process variants and their reliance on knowledge workers to apply their knowledge to decide on a suitable process variant that fits the context of a specific process execution. The goal was to lay the foundation for a process-aware business process management (IT-)system to support such processes. Several proof-of-concept implementations have been made for the core components and were evaluated in the domain of the healthcare. Starting from an artificial, but realistic, case about patients that arrive in the emergency room with suspected arm fractures and later progressing to a case study of the diagnosis and treatment of patients in the emergency department of a real hospital, using data from their patient files. In 2020, the PhD dissertation won the “CAiSE PhD award”, granted to outstanding PhD theses in the field of Information Systems Engineering. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Information technology |
| General subdivision | Management. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Application software. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Medical informatics. |
| 650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Business Process Management. |
| 650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Computer Application in Administrative Data Processing. |
| 650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Computer and Information Systems Applications. |
| 650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Health Informatics. |
| 710 2# - ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | SpringerLink (Online service) |
| 773 0# - HOST ITEM ENTRY | |
| Title | Springer Nature eBook |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
| Display text | Printed edition: |
| International Standard Book Number | 9783030661922 |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
| Display text | Printed edition: |
| International Standard Book Number | 9783030661946 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
| Uniform title | Lecture Notes in Business Information Processing, |
| -- | 1865-1356 ; |
| Volume number/sequential designation | 409 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Uniform Resource Identifier | <a href="https://doi.org/10.1007/978-3-030-66193-9">https://doi.org/10.1007/978-3-030-66193-9</a> |
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| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | eBooks-CSE-Springer |
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