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Erschienen in: Cognitive Processing 2/2014

01.05.2014 | Research Report

Representing part–whole relations in conceptual spaces

verfasst von: Sandro Rama Fiorini, Peter Gärdenfors, Mara Abel

Erschienen in: Cognitive Processing | Ausgabe 2/2014

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Abstract

In this paper, we propose a cognitive semantic approach to represent part–whole relations. We base our proposal on the theory of conceptual spaces, focusing on prototypical structures in part–whole relations. Prototypical structures are not accounted for in traditional mereological formalisms. In our account, parts and wholes are represented in distinct conceptual spaces; parts are joined to form wholes in a structure space. The structure space allows systematic similarity judgments between wholes, taking into consideration shared parts and their configurations. A point in the structure space denotes a particular part structure; regions in the space represent different general types of part structures. We argue that the structural space can represent prototype effects: structural types are formed around typical arrangements of parts. We also show how structure space captures the variations in part structure of a given concept across different domains. In addition, we discuss how some taxonomies of part–whole relations can be understood within our framework.

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Fußnoten
1
In brief, the conceptual spaces fill the gap between the lack of flexibility of logic-based constructions in relation to the concept learning and the unstructured malleability of connectionist approaches to raw data. A more detailed discussion can be found in (Gärdenfors 1997; Gärdenfors 2000).
 
2
The real meaning of the word “distinct” here depends on the actual way chosen to implement the conceptual spaces. Some representations tend to aggregate all possible concepts in a unique, comprehensive conceptual space including all domains. Others may represent the concepts in really distinct conceptual spaces, formed by the combination of the relevant quality domains.
 
3
An object-centered coordinate system seems to be preferable. Nonetheless, one can think of structural information based on an egocentric coordinate space, or even a retinal coordinate space (Newell et al. 2005).
 
4
More about the conceptual spaces and spatial relations can be found in Ligozat and Condotta (2005).
 
5
A main reason is that there is no general way of measuring the similarity between three graphs. There are some attempts to do so by converting tree graphs into graph spectra (e.g., Shokoufandeh et al. 2005), but the lack of isomorphism between the two kinds of representation prevents the use of graph spectra as a framework for implementing structure similarity.
 
6
Just as the botanist and the customer put different weights on different apple properties (Fig. 4), a filter can be seen as an attentional mechanism that picks out the aspects of the structural complex that are of interest to the user in a particular context.
 
Literatur
Zurück zum Zitat Adams B, Raubal M (2009) Conceptual space markup language (CSML): towards the cognitive semantic web. In: IEEE international conference on semantic computing, 2009. ICSC’09. IEEE, pp 253–260 Adams B, Raubal M (2009) Conceptual space markup language (CSML): towards the cognitive semantic web. In: IEEE international conference on semantic computing, 2009. ICSC’09. IEEE, pp 253–260
Zurück zum Zitat Edelman S (1998) Representation is representation of similarities. Behav Brain Sci 21:449–467PubMed Edelman S (1998) Representation is representation of similarities. Behav Brain Sci 21:449–467PubMed
Zurück zum Zitat Farah MJ (1992) Is an object an object an object? Cognitive and neuropsychological investigations of domain specificity in visual object recognition. Curr Dir Psychol Sci 1:164–169CrossRef Farah MJ (1992) Is an object an object an object? Cognitive and neuropsychological investigations of domain specificity in visual object recognition. Curr Dir Psychol Sci 1:164–169CrossRef
Zurück zum Zitat Förster J (2009) Relations between perceptual and conceptual scope: how global versus local processing fits a focus on similarity versus dissimilarity. J Exp Psychol Gen 138:88–111. doi:10.1037/a0014484 PubMedCrossRef Förster J (2009) Relations between perceptual and conceptual scope: how global versus local processing fits a focus on similarity versus dissimilarity. J Exp Psychol Gen 138:88–111. doi:10.​1037/​a0014484 PubMedCrossRef
Zurück zum Zitat Gärdenfors P (1997) Symbolic, conceptual and subconceptual representations. In: Cantoni V, Gesù VD, Setti A, Tegolo D (eds) Human and machine perception. Springer, Berlin, pp 255–270CrossRef Gärdenfors P (1997) Symbolic, conceptual and subconceptual representations. In: Cantoni V, Gesù VD, Setti A, Tegolo D (eds) Human and machine perception. Springer, Berlin, pp 255–270CrossRef
Zurück zum Zitat Gärdenfors P (2000) Conceptual spaces: the geometry of thought. The MIT Press, Cambridge Gärdenfors P (2000) Conceptual spaces: the geometry of thought. The MIT Press, Cambridge
Zurück zum Zitat Gärdenfors P (2004) How to make the semantic web more semantic. Formal ontology in information systems. In: Proceedings of the third international conference FOIS-2004. IOS Press, pp 17–34 Gärdenfors P (2004) How to make the semantic web more semantic. Formal ontology in information systems. In: Proceedings of the third international conference FOIS-2004. IOS Press, pp 17–34
Zurück zum Zitat Gärdenfors P, Zenker F (2011) Using conceptual spaces to model the dynamics of empirical theories. In: Olsson EJ, Enqvist S (eds) Belief revision meets philosophy of science. Springer, Berlin, pp 137–153 Gärdenfors P, Zenker F (2011) Using conceptual spaces to model the dynamics of empirical theories. In: Olsson EJ, Enqvist S (eds) Belief revision meets philosophy of science. Springer, Berlin, pp 137–153
Zurück zum Zitat Garner WR (1974) The processing of information and structure. Lawrence Erlbaum, Oxford Garner WR (1974) The processing of information and structure. Lawrence Erlbaum, Oxford
Zurück zum Zitat Goldstone RL (1994) The role of similarity in categorization: providing a groundwork. Cognition 52:125–157PubMedCrossRef Goldstone RL (1994) The role of similarity in categorization: providing a groundwork. Cognition 52:125–157PubMedCrossRef
Zurück zum Zitat Guarino N (1998) Formal ontology and information systems. Formal ontology in information systems. IOS press, Amsterdam, pp 3–15 Guarino N (1998) Formal ontology and information systems. Formal ontology in information systems. IOS press, Amsterdam, pp 3–15
Zurück zum Zitat Guizzardi G (2005) Ontological foundations for structural conceptual models. CTIT, The Netherlands Guizzardi G (2005) Ontological foundations for structural conceptual models. CTIT, The Netherlands
Zurück zum Zitat Johansson I (2006) Formal mereology and ordinary language - Reply to Varzi. Appl Ontol 1:157–161 Johansson I (2006) Formal mereology and ordinary language - Reply to Varzi. Appl Ontol 1:157–161
Zurück zum Zitat Johansson I (2012) Natural science and mereology. In: Hans B, Johanna S, Guido I (eds) Handbook of Mereology. Philosophia Verlag, München, Germany Johansson I (2012) Natural science and mereology. In: Hans B, Johanna S, Guido I (eds) Handbook of Mereology. Philosophia Verlag, München, Germany
Zurück zum Zitat Maddox WT (1992) Perceptual and decisional separability. Multidimensional models of perception and cognition. Lawrence Erlbaum Associates Inc., Hillsdale, pp 147–180 Maddox WT (1992) Perceptual and decisional separability. Multidimensional models of perception and cognition. Lawrence Erlbaum Associates Inc., Hillsdale, pp 147–180
Zurück zum Zitat Marr D (1982) Vision: a computational investigation into the human representation and processing of visual information. W. H. Freeman, San Francisco Marr D (1982) Vision: a computational investigation into the human representation and processing of visual information. W. H. Freeman, San Francisco
Zurück zum Zitat Melara RD (1992) The concept of perceptual similarity: from psychophysics to cognitive psychology. Psychophysical approaches to cognition. North-Holland, pp 303–388 Melara RD (1992) The concept of perceptual similarity: from psychophysics to cognitive psychology. Psychophysical approaches to cognition. North-Holland, pp 303–388
Zurück zum Zitat Rosch E (1978) Principles of categorization. In: Margolis E, Laurence S (eds) Concepts: core readings. The MIT Press, Cambridge, pp 189–206 Rosch E (1978) Principles of categorization. In: Margolis E, Laurence S (eds) Concepts: core readings. The MIT Press, Cambridge, pp 189–206
Zurück zum Zitat Simons P (2003) Parts: a study in ontology, [Repr.]. Clarendon Press, Oxford Simons P (2003) Parts: a study in ontology, [Repr.]. Clarendon Press, Oxford
Zurück zum Zitat Simons P (2006) Real wholes, real parts: mereology without algebra. J Philos 103:597–613 Simons P (2006) Real wholes, real parts: mereology without algebra. J Philos 103:597–613
Zurück zum Zitat Tomlinson M, Love BC (2006) Learning abstract relations through analogy to concrete exemplars. In: Proceedings of the cognitive science society. Lawrence Erlbaum Associates, Mahwah, pp 2269–2274 Tomlinson M, Love BC (2006) Learning abstract relations through analogy to concrete exemplars. In: Proceedings of the cognitive science society. Lawrence Erlbaum Associates, Mahwah, pp 2269–2274
Zurück zum Zitat Tversky B (1989) Parts, partonomies, and taxonomies. Dev Psychol 25:983–995CrossRef Tversky B (1989) Parts, partonomies, and taxonomies. Dev Psychol 25:983–995CrossRef
Zurück zum Zitat Ullman S (2000) High-level vision: object recognition and visual cognition. MIT Press, Cambridge Ullman S (2000) High-level vision: object recognition and visual cognition. MIT Press, Cambridge
Zurück zum Zitat Varzi AC (2006) A note on the transitivity of parthood. Appl Ontol 1:141–146 Varzi AC (2006) A note on the transitivity of parthood. Appl Ontol 1:141–146
Metadaten
Titel
Representing part–whole relations in conceptual spaces
verfasst von
Sandro Rama Fiorini
Peter Gärdenfors
Mara Abel
Publikationsdatum
01.05.2014
Verlag
Springer Berlin Heidelberg
Erschienen in
Cognitive Processing / Ausgabe 2/2014
Print ISSN: 1612-4782
Elektronische ISSN: 1612-4790
DOI
https://doi.org/10.1007/s10339-013-0585-x

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