Acquisition and Understanding of Process Knowledge Using Problem Solving Methods

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Hlavní autor: Gómez-Pérez, J. M
Médium: E-kniha
Jazyk:angličtina
Vydáno: London Sage Publications Ltd 2010
Vydání:1
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ISBN:1607506009, 9781607506003
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Obsah:
  • Title Page -- List of figures -- List of Tables -- Contents -- Introduction -- State of the Art -- The Knowledge Acquisition Bottleneck -- From Mining to Modelling: The Knowledge Level -- Ontologies and Problem Solving Methods in the Knowledge Acquisition Modelling Paradigm -- Knowledge Acquisition by Knowledge Engineers -- Knowledge Acquisition by Subject Matter Experts -- Process Knowledge and Subject Matter Experts -- The Process Knowledge Lifecycle -- Conclusions -- Work Objectives -- Goals and Open Research Problems -- Contributions to the State of the Art -- Work Assumptions, Hypotheses, and Restrictions -- Acquisition of Process Knowledge by SMEs -- Introduction -- Knowledge Acquisition and Formulation by SMEs in the Halo Project -- Knowledge Types in Scientific Disciplines -- Domain Analysis -- A Comprehensive Set of Knowledge Types in Scientific Disciplines -- The Process Metamodel -- Process Entities in the Process Metamodel -- Problem Solving Methods for the Acquisition of Process Knowledge -- A PSM Modelling Framework for Processes -- A Method to Build a PSM Library of Process Knowledge -- A PSM Library for the Acquisition of Process Knowledge -- Enabling SMEs to Formulate Process Knowledge -- The DarkMatter Process Editor -- Related Work -- Representing and Reasoning with SME-authored Process Knowledge -- A Formalism for Representing and Reasoning with Process Knowledge -- F-logic as Process Representation and Reasoning Language -- The Process Frame -- Code Generation for Process Knowledge -- Synthesis of precedence rules for data flow management -- Code Synthesis for Iterative Actions -- Soundness and Completeness of Process Models -- Optimization of the Synthesized Process Code -- Reasoning with Process Models -- Analysis of Process Executions by SMEs -- Towards Knowledge Provenance in Process Analysis
  • Problem Solving Methods for the Analysis of Process Executions -- A Knowledgeoriented Provenance Environment -- An Algorithm for Process Analysis Using PSMs -- Evaluation -- Evaluation of the DarkMatter Process Component for Acquisition of Process Knowledge by SMEs -- Evaluation Syllabus -- Distribution of the Formulated Processes across the Evaluation Syllabus -- Utilization of the PSM Library and Process Metamodel -- Usage Experience of the SMEs with the Process Editor -- Performance Evaluation of the Process Component -- Evaluation of KOPE for the Analysis of Process Executions by SMEs -- Evaluation Settings -- Evaluation Metrics -- Evaluation Results -- Evaluation Conclusions -- Conclusions and Future Research -- Conclusions -- Future Research Problems -- REFERENCES -- Appendix. Sample F-logic Code for a Process Model