Skip to main content
Top
Published in: Minds and Machines 1/2013

01-03-2013

An Ontology-Based Approach to Metaphor Cognitive Computation

Authors: Xiaoxi Huang, Huaxin Huang, Beishui Liao, Cihua Xu

Published in: Minds and Machines | Issue 1/2013

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Language understanding is one of the most important characteristics for human beings. As a pervasive phenomenon in natural language, metaphor is not only an essential thinking approach, but also an ingredient in human conceptual system. Many of our ways of thinking and experiences are virtually represented metaphorically. With the development of the cognitive research on metaphor, it is urgent to formulate a computational model for metaphor understanding based on the cognitive mechanism, especially with the view to promoting natural language understanding. Many works have been done in pragmatics and cognitive linguistics, especially the discussions on metaphor understanding process in pragmatics and metaphor mapping representation in cognitive linguistics. In this paper, a theoretical framework for metaphor understanding based on the embodied mechanism of concept inquiry is proposed. Based on this framework, ontology is introduced as the knowledge representation method in metaphor understanding, and metaphor mapping is formulated as ontology mapping. In line with the conceptual blending theory, a revised conceptual blending framework is presented by adding a lexical ontology and context as the fifth mental space, and a metaphor mapping algorithm is proposed.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference Anderson, M. L. (2003). Embodied cognition: A field guide. Artificial Intelligence, 149(1), 91–130.CrossRef Anderson, M. L. (2003). Embodied cognition: A field guide. Artificial Intelligence, 149(1), 91–130.CrossRef
go back to reference Baader, F., Calvanese, D., McGuinness, D., Nardi, D., & Patel-Schneider, P. (2003). The description logic handbook. Cambridge: Cambridge University Press.MATH Baader, F., Calvanese, D., McGuinness, D., Nardi, D., & Patel-Schneider, P. (2003). The description logic handbook. Cambridge: Cambridge University Press.MATH
go back to reference Boden, M. A. (2003). The creative mind: Myths and mechanisms. London: Routledge. Boden, M. A. (2003). The creative mind: Myths and mechanisms. London: Routledge.
go back to reference Chen, K. J., Shu-Ling, H., Yueh-Yin, S., & Yi-Jun, C. (2005). Extended-hownet: A representational framework for concepts. In OntoLex 2005—ontologies and lexical resources IJCNLP-05 workshop, Jeju Island, South Korea. Chen, K. J., Shu-Ling, H., Yueh-Yin, S., & Yi-Jun, C. (2005). Extended-hownet: A representational framework for concepts. In OntoLex 2005—ontologies and lexical resources IJCNLP-05 workshop, Jeju Island, South Korea.
go back to reference Dong, Z. D., & Dong, Q. (2006). Hownet and the computation of meaning. Singapore: World Scientific Publishing Company.CrossRef Dong, Z. D., & Dong, Q. (2006). Hownet and the computation of meaning. Singapore: World Scientific Publishing Company.CrossRef
go back to reference Fauconnier, G., & Turner, M. (1998). Conceptual integration networks. Cognitive Science, 22(2), 133–187.CrossRef Fauconnier, G., & Turner, M. (1998). Conceptual integration networks. Cognitive Science, 22(2), 133–187.CrossRef
go back to reference Fauconnier, G., & Turner, M. (2002). The way we think: Conceptual blending and the mind’s hidden complexities. London: Basic Books. Fauconnier, G., & Turner, M. (2002). The way we think: Conceptual blending and the mind’s hidden complexities. London: Basic Books.
go back to reference Fellbaum, C. (1998). WordNet: An electronic lexical database. Cambridge: MIT Press.MATH Fellbaum, C. (1998). WordNet: An electronic lexical database. Cambridge: MIT Press.MATH
go back to reference Gentner, D. (1983). Structure-mapping: A theoretical framework for analogy. Cognitive Science, 7, 155–170.CrossRef Gentner, D. (1983). Structure-mapping: A theoretical framework for analogy. Cognitive Science, 7, 155–170.CrossRef
go back to reference Gomez-Perez, A., & Corcho, O. (2002). Ontology languages for the semantic web. IEEE Intelligent Systems, 17(4), 54–60.CrossRef Gomez-Perez, A., & Corcho, O. (2002). Ontology languages for the semantic web. IEEE Intelligent Systems, 17(4), 54–60.CrossRef
go back to reference Grady, J., Oakley, T., & Coulson, S. (1997). Blending and metaphor. In W. G. Raymond, & J. S. Gerard (Eds.), Metaphor in cognitive linguistics (pp. 101–124). Amsterdam: John Benjamins Publishing Company. Grady, J., Oakley, T., & Coulson, S. (1997). Blending and metaphor. In W. G. Raymond, & J. S. Gerard (Eds.), Metaphor in cognitive linguistics (pp. 101–124). Amsterdam: John Benjamins Publishing Company.
go back to reference Gruber, T. (1993). A translation approach to portable ontology specification. Knowledge Acquisition, 5, 199–220.CrossRef Gruber, T. (1993). A translation approach to portable ontology specification. Knowledge Acquisition, 5, 199–220.CrossRef
go back to reference Guarino, N. (1998). Formal ontology and information systems. In Proceedings of 1st International conference on formal ontology in information systems (FOIS’98) (pp. 3–5). Trento, Italy: The IOS Press. Guarino, N. (1998). Formal ontology and information systems. In Proceedings of 1st International conference on formal ontology in information systems (FOIS’98) (pp. 3–5). Trento, Italy: The IOS Press.
go back to reference Huang, X. X. (2009). Research on some key issues of metaphor computation. PhD thesis, Zhejiang University, Hangzhou, China (in Chinese). Huang, X. X. (2009). Research on some key issues of metaphor computation. PhD thesis, Zhejiang University, Hangzhou, China (in Chinese).
go back to reference Huang, X. X., & Zhou, C. L. (2005). A logical approach for metaphor understanding. In Proceedings of 2005 IEEE International conference on natural language processing and knowledge engineering (pp. 268–271). Wuhan, China: IEEE Computer Society. Huang, X. X., & Zhou, C. L. (2005). A logical approach for metaphor understanding. In Proceedings of 2005 IEEE International conference on natural language processing and knowledge engineering (pp. 268–271). Wuhan, China: IEEE Computer Society.
go back to reference Huang, X. X., & Zhou C. L. (2007). An owl-based wordnet lexical ontology. Journal of Zhejiang University (Science A), 8(6), 864–870.MathSciNetMATHCrossRef Huang, X. X., & Zhou C. L. (2007). An owl-based wordnet lexical ontology. Journal of Zhejiang University (Science A), 8(6), 864–870.MathSciNetMATHCrossRef
go back to reference Huang, X. X., Huang, H. X., Xu, C. H., Chen, W., & Wang, R. B. (2011). A novel a novel pattern matching method for chinese metaphor identification and classification. In Proceedings of the 2011 International conference on artificial intelligence and computational intelligence (AICI’11) (pp. 104–114). Taiyuan, China: Springer. Huang, X. X., Huang, H. X., Xu, C. H., Chen, W., & Wang, R. B. (2011). A novel a novel pattern matching method for chinese metaphor identification and classification. In Proceedings of the 2011 International conference on artificial intelligence and computational intelligence (AICI’11) (pp. 104–114). Taiyuan, China: Springer.
go back to reference Johnson, M. (1989). The body in the mind: The bodily basis of meaning, imagination, and reason. Chicago: The University of Chicago Press. Johnson, M. (1989). The body in the mind: The bodily basis of meaning, imagination, and reason. Chicago: The University of Chicago Press.
go back to reference Kittay, E. F. (1987). Metaphor, its cognitive force and linguistic structure. Oxford, USA: Oxford University Press. Kittay, E. F. (1987). Metaphor, its cognitive force and linguistic structure. Oxford, USA: Oxford University Press.
go back to reference Kovecses, Z. (2010). Metaphor: A practical introduction, 2nd ed. Oxford: Oxford University Press. Kovecses, Z. (2010). Metaphor: A practical introduction, 2nd ed. Oxford: Oxford University Press.
go back to reference Lakoff, G. (1987). Women, fire, and dangerous things. Chicago: University of Chicago Press.CrossRef Lakoff, G. (1987). Women, fire, and dangerous things. Chicago: University of Chicago Press.CrossRef
go back to reference Lakoff, G., & Johnson, M. (1980). Metaphors we live by. Chicago: The University of Chicago Press. Lakoff, G., & Johnson, M. (1980). Metaphors we live by. Chicago: The University of Chicago Press.
go back to reference Lakoff, G., & Johnson, M. (1999). Philosophy in the flesh: The embodied mind and its challenge to western thought. New York: Basic books. Lakoff, G., & Johnson, M. (1999). Philosophy in the flesh: The embodied mind and its challenge to western thought. New York: Basic books.
go back to reference Lakoff, G., & Turner, M. (1989). More than cool reason: A field guide to poetic metaphor. Chicago: Chicago University Press.CrossRef Lakoff, G., & Turner, M. (1989). More than cool reason: A field guide to poetic metaphor. Chicago: Chicago University Press.CrossRef
go back to reference Maedche, A., & Volz, R. (2001). The ontology extraction and maintenance framework text-to-onto. In Proceedings of the ICDM’ 01 workshop on integrating data mining and knowledge management, California, USA (pp. 1–12). Maedche, A., & Volz, R. (2001). The ontology extraction and maintenance framework text-to-onto. In Proceedings of the ICDM’ 01 workshop on integrating data mining and knowledge management, California, USA (pp. 1–12).
go back to reference Mason, Z. J. (2004). Cormet: A computational, corpus-based conventional metaphor extraction system. Computational Linguistics, 30(1), 23–44.CrossRef Mason, Z. J. (2004). Cormet: A computational, corpus-based conventional metaphor extraction system. Computational Linguistics, 30(1), 23–44.CrossRef
go back to reference Miller, G. A. (1993). Images and models, similes and metaphors. In A. Ortony (Ed.), Metaphor and thought, metaphor and thought (pp. 357–400). Cambridge: Cambridge University Press.CrossRef Miller, G. A. (1993). Images and models, similes and metaphors. In A. Ortony (Ed.), Metaphor and thought, metaphor and thought (pp. 357–400). Cambridge: Cambridge University Press.CrossRef
go back to reference Ogden, C. K., & Richards, I. A. (1989). The meaning of meaning. New York: Mariner Books. Ogden, C. K., & Richards, I. A. (1989). The meaning of meaning. New York: Mariner Books.
go back to reference Pereira, F. C. (2007). Creativity and artificial intelligence: A conceptual blending approach. Berlin: Mouton de Gruyter. Pereira, F. C. (2007). Creativity and artificial intelligence: A conceptual blending approach. Berlin: Mouton de Gruyter.
go back to reference Shutova, E. (2010). Models of metaphor in nlp. In Proceedings of the 48th annual meeting of the association for computational linguistics, Uppsala, Sweden (pp. 688–697). Shutova, E. (2010). Models of metaphor in nlp. In Proceedings of the 48th annual meeting of the association for computational linguistics, Uppsala, Sweden (pp. 688–697).
go back to reference Sowa, J. F. (2000). Knowledge representation: Logical, philosophical, and computational foundations. Pacific Grove, CA: Brooks Cole Publishing Co. Sowa, J. F. (2000). Knowledge representation: Logical, philosophical, and computational foundations. Pacific Grove, CA: Brooks Cole Publishing Co.
go back to reference Steinhart, E. C. (2001). The logic of metaphor: Analogous parts of possible worlds. Dordrecht: Kluwer. Steinhart, E. C. (2001). The logic of metaphor: Analogous parts of possible worlds. Dordrecht: Kluwer.
go back to reference Veale, T. (1995). Metaphor, memory and meaning: Symbolic and connectionist issues in metaphor interpretation. PhD thesis, Trinity College, Dublin. Veale, T. (1995). Metaphor, memory and meaning: Symbolic and connectionist issues in metaphor interpretation. PhD thesis, Trinity College, Dublin.
go back to reference Zhou, C. L. (2003). Introduction to mind computation. Beijing: Tsinghua University Press. Zhou, C. L. (2003). Introduction to mind computation. Beijing: Tsinghua University Press.
go back to reference Zhou, C. L., Yang, Y., & Huang, X. X. (2007). Computational mechanisms for metaphor in languages: A survey. Journal Computer Science and Technology, 22(2), 308–319.MathSciNetCrossRef Zhou, C. L., Yang, Y., & Huang, X. X. (2007). Computational mechanisms for metaphor in languages: A survey. Journal Computer Science and Technology, 22(2), 308–319.MathSciNetCrossRef
Metadata
Title
An Ontology-Based Approach to Metaphor Cognitive Computation
Authors
Xiaoxi Huang
Huaxin Huang
Beishui Liao
Cihua Xu
Publication date
01-03-2013
Publisher
Springer Netherlands
Published in
Minds and Machines / Issue 1/2013
Print ISSN: 0924-6495
Electronic ISSN: 1572-8641
DOI
https://doi.org/10.1007/s11023-012-9269-z

Other articles of this Issue 1/2013

Minds and Machines 1/2013 Go to the issue

Premium Partner