Towards an Extended Model of Conceptual Representations in Formal Ontologies: A Typicality-Based Proposal

In this paper we propose a possible solution for the problem of the computational representation of non-classical concepts (i.e. concepts that cannot be characterized in terms of necessary and sufficient conditions) in the field of formal ontologies. In particular, taking into account empirical evidences coming from cognitive psychology, according to which concept representation is not a unitary phenomenon, we suggest that a similar approach to the representation of conceptual knowledge could be useful also in the field of ontology based technologies. Finally we propose, in a linked open data perspective, conceptual spaces as a suitable framework for developing some aspects of the presented proposal.

[1]  H. Chertkow,et al.  Semantic memory , 2002, Current neurology and neuroscience reports.

[2]  Peter Gärdenfors,et al.  How to make the Semantic Web more semantic , 2004 .

[3]  Thomas R. Gruber,et al.  A Translation Approach to Portable Ontologies , 1993 .

[4]  Verzekeren Naar Sparen,et al.  Cambridge , 1969, Humphrey Burton: In My Own Time.

[5]  Benjamin Adams,et al.  The Semantic Web needs more cognition , 2010, Semantic Web.

[6]  Thomas Eiter,et al.  Rules and Ontologies for the Semantic Web , 2008, Reasoning Web.

[7]  E. Loftus Spreading activation within semantic categories: Comments on Rosch's "Cognitive representation of semantic categories." , 1975 .

[8]  Daniele P. Radicioni,et al.  Typicality-Based Inference by Plugging Conceptual Spaces Into Ontologies , 2013, AIC@AI*IA.

[9]  Céline McKeown,et al.  The cognitive science of science: explanation, discovery, and conceptual change , 2014 .

[10]  Gerd Wagner,et al.  On the Foundations of UML as an Ontology Representation Language , 2004, EKAW.

[11]  Antonio Lieto,et al.  The Computational Representation of Concepts in Formal Ontologies - Some General Considerations , 2010, KEOD.

[12]  Antonio Lieto,et al.  Exemplars, Prototypes and Conceptual Spaces , 2012, BICA.

[13]  Salvatore Gaglio,et al.  A Cognitive Architecture for Artificial Vision , 1997, Artif. Intell..

[14]  Antonio Lieto,et al.  Representing Concepts in Formal Ontologies: Compositionality vs. Typicality Effects" , 2013 .

[15]  Marvin Minsky,et al.  A framework for representing knowledge , 1974 .

[16]  B. Malt,et al.  An on-line investigation of prototype and exemplar strategies in classification. , 1989, Journal of experimental psychology. Learning, memory, and cognition.

[17]  Marvin Minsky,et al.  A framework for representing knowledge" in the psychology of computer vision , 1975 .

[18]  M. Mišík,et al.  Oxford University Press , 1968, PMLA/Publications of the Modern Language Association of America.

[19]  Trevor Bekolay,et al.  A Large-Scale Model of the Functioning Brain , 2012, Science.

[20]  K. Jellinger,et al.  In two minds: Dual processes and beyond. , 2009 .

[21]  Ronald J. Brachman,et al.  An Overview of the KL-ONE Knowledge Representation System , 1985, Cogn. Sci..

[22]  G. Leo,et al.  Typicality-Based Inference by Plugging Conceptual Spaces Into Ontologies , 2013 .

[23]  E. Machery Doing without Concepts , 2009 .

[24]  E. Rosch Cognitive Representations of Semantic Categories. , 1975 .

[25]  N. Foo Conceptual Spaces—The Geometry of Thought , 2022 .

[26]  D. Medin,et al.  The role of theories in conceptual coherence. , 1985, Psychological review.

[27]  Tim Berners-Lee,et al.  Linked Data - The Story So Far , 2009, Int. J. Semantic Web Inf. Syst..

[28]  M. Frixione,et al.  Dealing with Concepts: From Cognitive Psychology to Knowledge Representation , 2013 .

[29]  D. Medin,et al.  Linear separability in classification learning. , 1981 .

[30]  Douglas L. Medin,et al.  Context theory of classification learning. , 1978 .

[31]  Nicola Guarino,et al.  The WonderWeb Library of Foundational Ontologies Preliminary Report , 2002 .

[32]  Benjamin Adams,et al.  Conceptual Space Markup Language (CSML): Towards the Cognitive Semantic Web , 2009, 2009 IEEE International Conference on Semantic Computing.

[33]  G. Murphy,et al.  The Big Book of Concepts , 2002 .

[34]  Antonio Lieto,et al.  Representing Non Classical Concepts in Formal Ontologies: Prototypes and Exemplars , 2011, DART@AI*IA.