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2009 | OriginalPaper | Buchkapitel

Ontology Design Patterns

verfasst von : Aldo Gangemi, Valentina Presutti

Erschienen in: Handbook on Ontologies

Verlag: Springer Berlin Heidelberg

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Summary

Computational ontologies in the context of information systems are artifacts that encode a description of some world, for some purpose. Under the assumption that there exist classes of problems that can be solved by applying common solutions (as it has been experienced in software engineering), we envision small, task-oriented ontologies with explicit documentation of design rationales. In this chapter, we describe components called Ontology Design Patterns (OP), and methods that support pattern-based ontology design.
We present a typology of OPs, and then focus on Content Ontology Design Patterns in terms of their background, definition, communication means, related work beyond ontology engineering, exemplification, creation, and usage principles. At the time of chapter’s final version, recently performed experiments of patternbased ontology design show remarkable quality improvement within some sample ontology design projects, specially in terms of compliance to tasks expressed as competency questions or scenarios.

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Fußnoten
2
With the exception of Logical OPs.
 
3
In software engineering, formal approaches to design patterns, based on dedicated ontologies, are being investigated, e.g. in so-called semantic middleware [34].
 
4
Eclipse (http://​www.​eclipse.​org/​) is a programming environment used for developing Java projects.
 
7
In the pragmatics of an ontology designer, the fact that all modelling solutions are representable as higher-order logic expressions is hardly relevant, and such implicit reengineering has been never documented as actually happening.
 
8
http://www.​martinfowler.​com/articles/writingPatterns.html#CommonPattern Forms
 
10
See [36, 37].
 
15
See [37] for more details.
 
16
Notice that the second requirement would also require to represent membership relation between a person and a band. The collection entity CP available at http://​www.​ontologydesignpa​tterns.​org/​cp/​owl/​collectionentity​.​owl addresses membership. We do not include the description of this CP and its usage for the sake of brevity.
 
18
The screenshot shows the TopBraid Composer interface, see http://​www.​topbraidcomposer​.​com
 
19
See [36] area of proposed CP.
 
20
An interesting review of evaluation, selection and reuse methods in ontology engineering is in [40].
 
Literatur
1.
Zurück zum Zitat Christopher Alexander. The Timeless Way of Building. Oxford Press, 1979. Christopher Alexander. The Timeless Way of Building. Oxford Press, 1979.
2.
Zurück zum Zitat Richard Arndt, Raphael Troncy, Steffen Staab, Lynda Hardman, and Miroslav Vacura. COMM: Designing a Well-Founded Multimedia Ontology for the Web. In Proceedings of the 4th European Semantic Web Conference (ISCW’07), Busan Korea, November 2007. Springer. Richard Arndt, Raphael Troncy, Steffen Staab, Lynda Hardman, and Miroslav Vacura. COMM: Designing a Well-Founded Multimedia Ontology for the Web. In Proceedings of the 4th European Semantic Web Conference (ISCW’07), Busan Korea, November 2007. Springer.
3.
Zurück zum Zitat Collin F. Baker, Charles J. Fillmore, and John B. Lowe. The Berkeley FrameNet project. In Christian Boitet and Pete Whitelock, editors, Proceedings of the Thirty-Sixth Annual Meeting of the Association for Computational Linguistics and Seventeenth International Conference on Computational Linguistics, pages 86–90, San Francisco, California, 1998. Morgan Kaufmann. Collin F. Baker, Charles J. Fillmore, and John B. Lowe. The Berkeley FrameNet project. In Christian Boitet and Pete Whitelock, editors, Proceedings of the Thirty-Sixth Annual Meeting of the Association for Computational Linguistics and Seventeenth International Conference on Computational Linguistics, pages 86–90, San Francisco, California, 1998. Morgan Kaufmann.
4.
Zurück zum Zitat Eva Blomqvist. Fully automatic construction of enterprise ontologies using design patterns: Initial method and first experiences. In Robert Meersman, Zahir Tari, Mohand-Said Hacid, John Mylopoulos, Barbara Pernici, Özalp Babaoglu, Hans-Arno Jacobsen, Joseph P. Loyall, Michael Kifer, and Stefano Spaccapietra, editors, OTM Conferences (2), volume 3761 of Lecture Notes in Computer Science, pages 1314–1329, 2005. Springer. Eva Blomqvist. Fully automatic construction of enterprise ontologies using design patterns: Initial method and first experiences. In Robert Meersman, Zahir Tari, Mohand-Said Hacid, John Mylopoulos, Barbara Pernici, Özalp Babaoglu, Hans-Arno Jacobsen, Joseph P. Loyall, Michael Kifer, and Stefano Spaccapietra, editors, OTM Conferences (2), volume 3761 of Lecture Notes in Computer Science, pages 1314–1329, 2005. Springer.
5.
Zurück zum Zitat Ronald J. Brachman. A Structural Paradigm for Representing Knowledge. PhD thesis, Harvard University, USA, 1977. Ronald J. Brachman. A Structural Paradigm for Representing Knowledge. PhD thesis, Harvard University, USA, 1977.
6.
Zurück zum Zitat Dan Brickley and Libby Miller. FOAF Vocabulary Specification. Working draft, 2005. Dan Brickley and Libby Miller. FOAF Vocabulary Specification. Working draft, 2005.
7.
Zurück zum Zitat Peter Clark, John Thompson, and Bruce Porter. Knowledge patterns. In Anthony G. Cohn, Fausto Giunchiglia, and Bart Selman, editors, KR2000: Principles of Knowledge Representation and Reasoning, pages 591–600, San Francisco, 2000. Morgan Kaufmann. Peter Clark, John Thompson, and Bruce Porter. Knowledge patterns. In Anthony G. Cohn, Fausto Giunchiglia, and Bart Selman, editors, KR2000: Principles of Knowledge Representation and Reasoning, pages 591–600, San Francisco, 2000. Morgan Kaufmann.
8.
Zurück zum Zitat Mathieu d’Aquin, Peter Haase, Sebastian Rudolph, Jerome Euzenat, Antoine Zimmermann, Martin Dzbor, Marta Iglesias, Yves Jacques, Caterina Caracciolo, Carlos Buil Aranda, and Jose Manuel Gomez. NeOn Formalisms for Modularization: Syntax, Semantics, Algebra. Deliverable D1.1.3, NeOn project, 2008. Mathieu d’Aquin, Peter Haase, Sebastian Rudolph, Jerome Euzenat, Antoine Zimmermann, Martin Dzbor, Marta Iglesias, Yves Jacques, Caterina Caracciolo, Carlos Buil Aranda, and Jose Manuel Gomez. NeOn Formalisms for Modularization: Syntax, Semantics, Algebra. Deliverable D1.1.3, NeOn project, 2008.
10.
Zurück zum Zitat Nicholas Drummond, Alan Rector, Robert Stevens, Georgina Moulton, Matthew Horridge, Hai Wang, and Julian Sedenberg. Putting owl in order: Patterns for sequences in owl. In OWL Experiences and Directions (OWLEd 2006), Athens Georgia, 2006. Nicholas Drummond, Alan Rector, Robert Stevens, Georgina Moulton, Matthew Horridge, Hai Wang, and Julian Sedenberg. Putting owl in order: Patterns for sequences in owl. In OWL Experiences and Directions (OWLEd 2006), Athens Georgia, 2006.
11.
Zurück zum Zitat Didier Dubois, Christopher A. Welty, and Mary-Anne Williams, editors. Principles of Knowledge Representation and Reasoning: Proceedings of the Ninth International Conference (KR2004), Whistler, Canada, June 2–5, 2004. AAAI Press. Didier Dubois, Christopher A. Welty, and Mary-Anne Williams, editors. Principles of Knowledge Representation and Reasoning: Proceedings of the Ninth International Conference (KR2004), Whistler, Canada, June 2–5, 2004. AAAI Press.
12.
Zurück zum Zitat Erich Gamma, Richard Helm, Ralph E. Johnson, and John Vlissides. Design Patterns. Elements of Reusable Object-Oriented Software, March 1995. Addison-Wesley. ISBN-10: 0201633612 ISBN-13: 978-0201633610. Erich Gamma, Richard Helm, Ralph E. Johnson, and John Vlissides. Design Patterns. Elements of Reusable Object-Oriented Software, March 1995. Addison-Wesley. ISBN-10: 0201633612 ISBN-13: 978-0201633610.
13.
Zurück zum Zitat Aldo Gangemi, Carola Catenacci, Massimiliano Ciaramita, and Jos Lehmann. Modelling Ontology Evaluation and Validation. In Proceedings of the Third European Semantic Web Conference, 2006. Springer. Aldo Gangemi, Carola Catenacci, Massimiliano Ciaramita, and Jos Lehmann. Modelling Ontology Evaluation and Validation. In Proceedings of the Third European Semantic Web Conference, 2006. Springer.
14.
Zurück zum Zitat Aldo Gangemi. Ontology Design Patterns for Semantic Web Content. In M. Musen et al. editors, Proceedings of the Fourth International Semantic Web Conference, Galway, Ireland, 2005. Springer. Aldo Gangemi. Ontology Design Patterns for Semantic Web Content. In M. Musen et al. editors, Proceedings of the Fourth International Semantic Web Conference, Galway, Ireland, 2005. Springer.
15.
Zurück zum Zitat Aldo Gangemi and Stefano Borgo, editors. Proceedings of the EKAW*04 Workshop on Core Ontologies in Ontology Engineering, Northamptonshire (UK), volume 118. CEUR-WS, October 2004. Aldo Gangemi and Stefano Borgo, editors. Proceedings of the EKAW*04 Workshop on Core Ontologies in Ontology Engineering, Northamptonshire (UK), volume 118. CEUR-WS, October 2004.
16.
Zurück zum Zitat Aldo Gangemi, Carola Catenacci, and Massimo Battaglia. Inflammation ontology design pattern: An exercise in building a core biomedical ontology with descriptions and situations. In Domenico Maria Pisanelli, editor, Ontologies in Medicine, 2004. IOS Press. Aldo Gangemi, Carola Catenacci, and Massimo Battaglia. Inflammation ontology design pattern: An exercise in building a core biomedical ontology with descriptions and situations. In Domenico Maria Pisanelli, editor, Ontologies in Medicine, 2004. IOS Press.
17.
Zurück zum Zitat Aldo Gangemi, Frehiwot Fisseha, Johannes Keizer, Jos Lehmann, Anita Liang, Ian Pettman, Margherita Sini, and Marc Taconet. A Core Ontology of Fishery and its Use in the FOS Project. In Aldo Gangemi and Stefano Borgo, editors, Proceedings of the EKAW*04 Workshop on Core Ontologies in Ontology Engineering, volume 118. CEUR-WS, 2004. Aldo Gangemi, Frehiwot Fisseha, Johannes Keizer, Jos Lehmann, Anita Liang, Ian Pettman, Margherita Sini, and Marc Taconet. A Core Ontology of Fishery and its Use in the FOS Project. In Aldo Gangemi and Stefano Borgo, editors, Proceedings of the EKAW*04 Workshop on Core Ontologies in Ontology Engineering, volume 118. CEUR-WS, 2004.
18.
Zurück zum Zitat Aldo Gangemi, Jos Lehmann, Valentina Presutti, Malvina Nissim, and Carola Catenacci. C-ODO: An OWL meta-model for collaborative ontology design. In Harith Alani, Natasha Noy, Gerd Stumme, Peter Mika, York Sure, and Denny Vrandecic, editors, Workshop on Social and Collaborative Construction of Structured Knowledge (CKC 2007) at WWW 2007, Banff, Canada, 2007. Aldo Gangemi, Jos Lehmann, Valentina Presutti, Malvina Nissim, and Carola Catenacci. C-ODO: An OWL meta-model for collaborative ontology design. In Harith Alani, Natasha Noy, Gerd Stumme, Peter Mika, York Sure, and Denny Vrandecic, editors, Workshop on Social and Collaborative Construction of Structured Knowledge (CKC 2007) at WWW 2007, Banff, Canada, 2007.
19.
Zurück zum Zitat Aldo Gangemi, Domenico Maria Pisanelli, and Geri Steve. An ontological framework to represent norm dynamics. In R. Winkels, editor, Proceedings of the 2001 Jurix Conference, Workshop on Legal Ontologies, Amsterdam, 2001. Aldo Gangemi, Domenico Maria Pisanelli, and Geri Steve. An ontological framework to represent norm dynamics. In R. Winkels, editor, Proceedings of the 2001 Jurix Conference, Workshop on Legal Ontologies, Amsterdam, 2001.
20.
Zurück zum Zitat Aldo Gangemi and Valentina Presutti. Ontology design for interaction in a reasonable enterprise. In Peter Rittgen, editor, Handbook of Ontologies for Business Interaction. IGI Global, Hershey, PA, November 2007. Aldo Gangemi and Valentina Presutti. Ontology design for interaction in a reasonable enterprise. In Peter Rittgen, editor, Handbook of Ontologies for Business Interaction. IGI Global, Hershey, PA, November 2007.
21.
Zurück zum Zitat J.-M. Le Goff and I. Willers. Design patterns for description-driven systems, 1999. J.-M. Le Goff and I. Willers. Design patterns for description-driven systems, 1999.
22.
Zurück zum Zitat Thomas R. Gruber. A translation approach to portable ontology specifications. Knowledge Acquisition, 5(2):199–220, 1993.CrossRef Thomas R. Gruber. A translation approach to portable ontology specifications. Knowledge Acquisition, 5(2):199–220, 1993.CrossRef
23.
Zurück zum Zitat Michael Gruninger and Mark Fox. The role of competency questions in enterprise engineering, 1994. Michael Gruninger and Mark Fox. The role of competency questions in enterprise engineering, 1994.
24.
Zurück zum Zitat Giancarlo Guizzardi and Gerd Wagner. A unified foundational ontology and some applications of it in business modeling. In CAiSE Workshops (3), pages 129–143, 2004. Giancarlo Guizzardi and Gerd Wagner. A unified foundational ontology and some applications of it in business modeling. In CAiSE Workshops (3), pages 129–143, 2004.
25.
Zurück zum Zitat Peter Haase, Saartje Brockmans, Raul Palma, Jerome Euzenat, and Mathieu d’Aquin. D1.1.2 updated version of the networked ontology model. Deliverable D1.1.2, Neon Project, 2007. Peter Haase, Saartje Brockmans, Raul Palma, Jerome Euzenat, and Mathieu d’Aquin. D1.1.2 updated version of the networked ontology model. Deliverable D1.1.2, Neon Project, 2007.
26.
Zurück zum Zitat Neil B. Harrison, Paris Avgeriou, and Uwe Zdlin. Using patterns to capture architectural decisions. Software, 24(4):38–45, 2007.CrossRef Neil B. Harrison, Paris Avgeriou, and Uwe Zdlin. Using patterns to capture architectural decisions. Software, 24(4):38–45, 2007.CrossRef
27.
Zurück zum Zitat David C. Hay. Data Model Patterns, 1996. Dorset House Publishing. David C. Hay. Data Model Patterns, 1996. Dorset House Publishing.
28.
Zurück zum Zitat Tzung-Pei Hong, Wen-Chang Chang, and Jiann-Horng Lin. A two-phased ontology selection approach for semantic web. In Rajiv Khosla, Robert J. Howlett, and Lakhmi C. Jain, editors, KES (4), volume 3684 of Lecture Notes in Computer Science, pages 403–409, 2005. Springer. Tzung-Pei Hong, Wen-Chang Chang, and Jiann-Horng Lin. A two-phased ontology selection approach for semantic web. In Rajiv Khosla, Robert J. Howlett, and Lakhmi C. Jain, editors, KES (4), volume 3684 of Lecture Notes in Computer Science, pages 403–409, 2005. Springer.
29.
Zurück zum Zitat David Mapelsden, John Hosking, and John Grundy. Design pattern modelling and instantiation using dpml. In CRPIT ’02: Proceedings of the Fortieth International Conference on Tools Pacific, pages 3–11, Darlinghurst, Australia, Australia, 2002. Australian Computer Society, Inc. David Mapelsden, John Hosking, and John Grundy. Design pattern modelling and instantiation using dpml. In CRPIT ’02: Proceedings of the Fortieth International Conference on Tools Pacific, pages 3–11, Darlinghurst, Australia, Australia, 2002. Australian Computer Society, Inc.
30.
Zurück zum Zitat David Maplesden, John G. Hosking, and John C. Grundy. A visual language for design pattern modelling and instantiation. In HCC, pages 338–339, 2001. IEEE Computer Society. David Maplesden, John G. Hosking, and John C. Grundy. A visual language for design pattern modelling and instantiation. In HCC, pages 338–339, 2001. IEEE Computer Society.
32.
Zurück zum Zitat Enrico Motta and Wenjin Lu. A library of components for classification problem solving. ibrow project ist-1999-19005: An intelligent brokering service for knowledge-component reuse on the world-wide web. Technical report, KMI, 2000. Enrico Motta and Wenjin Lu. A library of components for classification problem solving. ibrow project ist-1999-19005: An intelligent brokering service for knowledge-component reuse on the world-wide web. Technical report, KMI, 2000.
34.
Zurück zum Zitat Daniel Oberle, Peter Mika, Aldo Gangemi, and Marta Sabou. Foundations for service ontologies: Aligning OWL-S to DOLCE. In Proceedings of the World Wide Web Conference (WWW2004), volume Semantic Web Track, 2004. Daniel Oberle, Peter Mika, Aldo Gangemi, and Marta Sabou. Foundations for service ontologies: Aligning OWL-S to DOLCE. In Proceedings of the World Wide Web Conference (WWW2004), volume Semantic Web Track, 2004.
35.
Zurück zum Zitat Object Management Group (OMG). Unified modeling language specification: Version 2, revised final adopted specification (ptc/04-10-02), 2004. Object Management Group (OMG). Unified modeling language specification: Version 2, revised final adopted specification (ptc/04-10-02), 2004.
37.
Zurück zum Zitat Valentina Presutti, Aldo Gangemi, Stefano David, Guadalupe Aguado de Cea, Mari-Carmen Suarez Figueroa, Elena Montiel-Ponsoda, and María Poveda. Library of design patterns for collaborative development of networked ontologies. Deliverable D1.1.3, NeOn project, 2008. Valentina Presutti, Aldo Gangemi, Stefano David, Guadalupe Aguado de Cea, Mari-Carmen Suarez Figueroa, Elena Montiel-Ponsoda, and María Poveda. Library of design patterns for collaborative development of networked ontologies. Deliverable D1.1.3, NeOn project, 2008.
38.
Zurück zum Zitat Alan Rector and Jeremy Rogers. Patterns, properties and minimizing commitment: Reconstruction of the galen upper ontology in owl. In Aldo Gangemi and Stefano Borgo, editors, Proceedings of the EKAW*04 Workshop on Core Ontologies in Ontology Engineering. CEUR, 2004. Alan Rector and Jeremy Rogers. Patterns, properties and minimizing commitment: Reconstruction of the galen upper ontology in owl. In Aldo Gangemi and Stefano Borgo, editors, Proceedings of the EKAW*04 Workshop on Core Ontologies in Ontology Engineering. CEUR, 2004.
39.
Zurück zum Zitat Jacqueline Ren Reich. Ontological design patterns: Metadata of molecular biological ontologies, information and knowledge. In Mohamed T. Ibrahim, Josef Küng, and Norman Revell, editors, DEXA, volume 1873 of Lecture Notes in Computer Science, pages 698–709, 2000. Springer. Jacqueline Ren Reich. Ontological design patterns: Metadata of molecular biological ontologies, information and knowledge. In Mohamed T. Ibrahim, Josef Küng, and Norman Revell, editors, DEXA, volume 1873 of Lecture Notes in Computer Science, pages 698–709, 2000. Springer.
40.
Zurück zum Zitat Marta Sabou, Sofia Angeletou, Mathieu dAquin, Jesus Barrasa, Klaas Dellschaft, Aldo Gangemi, Jos Lehmann, Holger Lewen, Diana Maynard, Dunja Mladenic, Malvina Nissim, WimPeters, Valentina Presutti, and BorisVillazon. Methods for selection and integration of reusable components from formal or informal user specifications. Deliverable D2.2.1, NeOn project, 2007. Marta Sabou, Sofia Angeletou, Mathieu dAquin, Jesus Barrasa, Klaas Dellschaft, Aldo Gangemi, Jos Lehmann, Holger Lewen, Diana Maynard, Dunja Mladenic, Malvina Nissim, WimPeters, Valentina Presutti, and BorisVillazon. Methods for selection and integration of reusable components from formal or informal user specifications. Deliverable D2.2.1, NeOn project, 2007.
41.
Zurück zum Zitat Marta Sabou, Vanessa Lopez, and Enrico Motta. Ontology selection for the real semantic web: How to cover the queen’s birthday dinner? In Steffen Staab and Vojtech Svatek, editors, EKAW, volume 4248 of Lecture Notes in Computer Science, pages 96–111, 2006. Springer. Marta Sabou, Vanessa Lopez, and Enrico Motta. Ontology selection for the real semantic web: How to cover the queen’s birthday dinner? In Steffen Staab and Vojtech Svatek, editors, EKAW, volume 4248 of Lecture Notes in Computer Science, pages 96–111, 2006. Springer.
42.
Zurück zum Zitat Jorge Santos and Steffen Staab. Fonte: Factorizing ontology engineering complexity. In K-CAP ’03: Proceedings of the 2nd International Conference on Knowledge Capture, pages 146–153, New York, NY, 2003. ACM. Jorge Santos and Steffen Staab. Fonte: Factorizing ontology engineering complexity. In K-CAP ’03: Proceedings of the 2nd International Conference on Knowledge Capture, pages 146–153, New York, NY, 2003. ACM.
43.
Zurück zum Zitat Stefan Schulz, Anand Kumar, and Thomas Bittner. Biomedical ontologies: What part-of is and isn’t. Journal of Biomedical Informatics, 39(3):350–361, 2006.CrossRef Stefan Schulz, Anand Kumar, and Thomas Bittner. Biomedical ontologies: What part-of is and isn’t. Journal of Biomedical Informatics, 39(3):350–361, 2006.CrossRef
44.
Zurück zum Zitat Dmitri Soshnikov. Ontological design patterns for distributed frame hierarchy. In Proceedings of the 5th International Workshop on Computer Science and Information Technologies, Ufa, Russia, 2003. Dmitri Soshnikov. Ontological design patterns for distributed frame hierarchy. In Proceedings of the 5th International Workshop on Computer Science and Information Technologies, Ufa, Russia, 2003.
45.
Zurück zum Zitat S. Staab, M. Erdmann, and A. Maedche. Engineering ontologies using semantic patterns, 2001. S. Staab, M. Erdmann, and A. Maedche. Engineering ontologies using semantic patterns, 2001.
46.
Zurück zum Zitat Robert Stevens, na Aranguren Mikel Ega Katy Wolstencroft, Ulrike Sattler, Nick Drummond, Matthew Horridge, and Alan Rector. Using owl to model biological knowledge. International Journal of Human–Computer Studies, 65(7): 583–594, 2007.CrossRef Robert Stevens, na Aranguren Mikel Ega Katy Wolstencroft, Ulrike Sattler, Nick Drummond, Matthew Horridge, and Alan Rector. Using owl to model biological knowledge. International Journal of Human–Computer Studies, 65(7): 583–594, 2007.CrossRef
47.
Zurück zum Zitat Mari Carmen Suarez-Figueroa, Saartje Brockmans, Aldo Gangemi, Asuncion Gomez-Perez, Jos Lehmann, Holger Lewen, Valentina Presutti, and Marta Sabou. Neon modelling components. Deliverable D5.1.1, NeOn project, 2007. Mari Carmen Suarez-Figueroa, Saartje Brockmans, Aldo Gangemi, Asuncion Gomez-Perez, Jos Lehmann, Holger Lewen, Valentina Presutti, and Marta Sabou. Neon modelling components. Deliverable D5.1.1, NeOn project, 2007.
48.
Zurück zum Zitat Vojtech Svatek. Design patterns for semantic web ontologies: Motivation and discussion. In Proceedings of the 7th Conference on Business Information Systems, Poznan, 2004. Vojtech Svatek. Design patterns for semantic web ontologies: Motivation and discussion. In Proceedings of the 7th Conference on Business Information Systems, Poznan, 2004.
49.
Zurück zum Zitat Wil M. P. Van Der Aalst, Arthur H. M. Ter Hofstede, Bartek Kiepuszewski, and Alistair P. Barros. Workflow Patterns. Distributed and Parallel Databases, 14:5–51, 2003. Wil M. P. Van Der Aalst, Arthur H. M. Ter Hofstede, Bartek Kiepuszewski, and Alistair P. Barros. Workflow Patterns. Distributed and Parallel Databases, 14:5–51, 2003.
50.
Zurück zum Zitat Denny Vrandecic and Aldo Gangemi. Unit tests for ontologies. In Mustafa Jarrar, Claude Ostyn, Werner Ceusters, and Andreas Persidis, editors, Proceedings of the 1st International Workshop on Ontology content and evaluation in Enterprise, LNCS, Montpellier, France, OCT 2006. Springer. Denny Vrandecic and Aldo Gangemi. Unit tests for ontologies. In Mustafa Jarrar, Claude Ostyn, Werner Ceusters, and Andreas Persidis, editors, Proceedings of the 1st International Workshop on Ontology content and evaluation in Enterprise, LNCS, Montpellier, France, OCT 2006. Springer.
51.
Zurück zum Zitat Denny Vrandecic and York Sure. How to design better ontology metrics. In Wolfgang May and Michael Kifer, editors, Proceedings of the 4th European Semantic Web Conference (ESWC’07), Innsbruck, Austria, June 2007, volume 4519, pages 311–325. Springer. Denny Vrandecic and York Sure. How to design better ontology metrics. In Wolfgang May and Michael Kifer, editors, Proceedings of the 4th European Semantic Web Conference (ESWC’07), Innsbruck, Austria, June 2007, volume 4519, pages 311–325. Springer.
52.
Zurück zum Zitat Denny Vrandecic, York Sure, Raul Palma, and Francisco Santana. Ontology repository and content evaluation. Deliverable D1.2.10v2, KnowledgeWeb project, 2007. Denny Vrandecic, York Sure, Raul Palma, and Francisco Santana. Ontology repository and content evaluation. Deliverable D1.2.10v2, KnowledgeWeb project, 2007.
Metadaten
Titel
Ontology Design Patterns
verfasst von
Aldo Gangemi
Valentina Presutti
Copyright-Jahr
2009
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-540-92673-3_10