On the notion of similarity in case based reasoning and fuzzy theory
Soft computing in case based reasoning
A case-based reasoning framework for workflow model management
Data & Knowledge Engineering - Special issue: Advances in business process management
Representation and Structure-Based Similarity Assessment for Agile Workflows
ICCBR '07 Proceedings of the 7th international conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Towards Case-Based Support for e-Science Workflow Generation by Mining Provenance
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
CBR Based Workflow Composition Assistant
SERVICES '09 Proceedings of the 2009 Congress on Services - I
Deciding semantic matching of stateless services
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Workflow matching using semantic metadata
Proceedings of the fifth international conference on Knowledge capture
Graph Matching Algorithms for Business Process Model Similarity Search
BPM '09 Proceedings of the 7th International Conference on Business Process Management
Predicting partial orders: ranking with abstention
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Wings: Intelligent Workflow-Based Design of Computational Experiments
IEEE Intelligent Systems
Case-based support for collaborative business
ECCBR'06 Proceedings of the 8th European conference on Advances in Case-Based Reasoning
Towards case-based adaptation of workflows
ICCBR'10 Proceedings of the 18th international conference on Case-Based Reasoning Research and Development
Extraction of procedural knowledge from the web: a comparison of two workflow extraction approaches
Proceedings of the 21st international conference companion on World Wide Web
Collecting, reusing and executing private workflows on social network platforms
Proceedings of the 21st international conference companion on World Wide Web
A graph distance based metric for data oriented workflow retrieval with variable time constraints
Expert Systems with Applications: An International Journal
Retrieval and clustering for supporting business process adjustment and analysis
Information Systems
Case-based adaptation of workflows
Information Systems
Automatic case acquisition from texts for process-oriented case-based reasoning
Information Systems
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We describe a new model for representing semantic workflows as semantically labeled graphs, together with a related model for knowledge intensive similarity measures. The application of this model to scientific and business workflows is discussed. Experimental evaluations show that similarity measures can be modeled that are well aligned with manual similarity assessments. Further, new algorithms for workflow similarity computation based on A* search are described. A new retrieval algorithm is introduced that goes beyond traditional sequential retrieval for graphs, interweaving similarity computation with case selection. Significant reductions on the overall retrieval time are demonstrated without sacrificing the correctness of the computed similarity.