A Computational Model for Context and Spatial Concepts

A natural language interface can improve human-computer interaction with Geographic Information Systems (GIS). A prerequisite for this is the mapping of natural language expressions onto spatial queries. Previous mapping approaches, using, for example, fuzzy sets, failed because of the flexible and context-dependent use of spatial terms. Context changes the interpretation drastically. For example, the spatial relation “near” can be mapped onto distances ranging anywhere from kilometers to centimeters. We present a context-enriched semiotic triangle that allows us to distinguish between multiple interpretations. As formalization we introduce the notation of contextualized concepts that is tied to one context. One concept inherits multiple contextualized concepts such that multiple interpretations can be distinguished. The interpretation for one contextualized concept corresponds to the intention of the spatial term, and is used as input for a spatial query. To demonstrate our computational model, a next generation GIS is envisioned that maps the spatial relation “near” to spatial queries differently according to the influencing context.

[1]  Stephan Winter,et al.  Enriching Wayfinding Instructions with Local Landmarks , 2002, GIScience.

[2]  Fausto Giunchiglia,et al.  Theories and uses of context in knowledge representation and reasoning , 2003 .

[3]  Varol Akman,et al.  Steps Toward Formalizing Context , 1996, AI Mag..

[4]  Michael F. Worboys,et al.  Nearness relations in environmental space , 2001, Int. J. Geogr. Inf. Sci..

[5]  L. Talmy Toward a Cognitive Semantics , 2003 .

[6]  Werner Kuhn,et al.  Geospatial Semantics: Why, of What, and How? , 2005, J. Data Semant..

[7]  David M. Mark,et al.  Cognitive models of geographical space , 1999, Int. J. Geogr. Inf. Sci..

[8]  Barbara Tversky,et al.  Navigating by Mind and by Body , 2003, Spatial Cognition.

[9]  Joep Crompvoets,et al.  Geographic Information Science at the Heart of Europe , 2013, AGILE Conf..

[10]  Michael F. Goodchild,et al.  Where's Downtown?: Behavioral Methods for Determining Referents of Vague Spatial Queries , 2003 .

[11]  Andrew U. Frank,et al.  Cognitive Transactions - A Communication Model , 2013, COSIT.

[12]  M. Raubal,et al.  Focalizing measures of salience for wayfinding , 2005 .

[13]  W. Mackaness,et al.  Lecture Notes in Geoinformation and Cartography , 2006 .

[14]  David M. Mark,et al.  Ontology and Geographic Objects: An Empirical Study of Cognitive Categorization , 1999, COSIT.

[15]  Diederik Aerts,et al.  A theory of concepts and their combinations I: The structure of the sets of contexts and properties , 2005 .

[16]  Andrew U. Frank,et al.  Select the Appropriate Map Depending on Context in a Hilbert Space Model (SCOP) , 2013, QI.

[17]  F. Moore Cognitive development and the acquisition of language , 1973 .

[18]  Jordan B. Peterson The Meaning of Meaning , 2007 .

[19]  G. Grätzer,et al.  Lattice Theory: First Concepts and Distributive Lattices , 1971 .

[20]  Erik Stubkjær,et al.  Research Trends in Geographic Information Science , 2009 .

[21]  Daniel Chandler,et al.  Semiotics: The Basics , 2001 .

[22]  Robert LIN,et al.  NOTE ON FUZZY SETS , 2014 .

[23]  E. Glasersfeld Radical Constructivism: A Way of Knowing and Learning. Studies in Mathematics Education Series: 6. , 1995 .

[24]  John S. McClure Semiotics: The Basics , 2004 .

[25]  Gilles Fauconnier,et al.  Mental Spaces: Aspects of Meaning Construction in Natural Language , 1985 .

[26]  R. Nosofsky Formal Approaches in Categorization: The generalized context model: an exemplar model of classification , 2011 .

[27]  Fangju Wang Towards a Natural Language User Interface: An Approach of Fuzzy Query , 1994, Int. J. Geogr. Inf. Sci..

[28]  Andrew U. Frank,et al.  Sandbox Geography - To learn from children the form of spatial concepts , 2004, SDH.

[29]  David M. Mark,et al.  Landscape Categories in Yindjibarndi: Ontology, Environment, and Language , 2003, COSIT.

[30]  Michael F. Worboys,et al.  Computational Structure in Three-Valued Nearness Relations , 2001, COSIT.

[31]  E. Rosch,et al.  Family resemblances: Studies in the internal structure of categories , 1975, Cognitive Psychology.

[32]  Peter Fisher,et al.  An investigation of the meaning of near and close on a university campus , 1991 .

[33]  Diederik Aerts,et al.  A Theory of Concepts and Their Combinations II: A Hilbert Space Representation , 2004 .

[34]  Michael F. Worboys,et al.  Communicating Geographic Information in Context , 2003, Foundations of Geographic Information Science.

[35]  Andrew U. Frank,et al.  Design Principles for Spatio-Temporally Enabled PIM Tools: A Qualitative Analysis of Trip Planning , 2013, AGILE Conf..

[36]  Andrew U. Frank,et al.  Distinctions Produce a Taxonomic Lattice: Are These the Units of Mentalese? , 2006, FOIS.

[37]  Timothy Baldwin,et al.  Building a corpus of spatial relational expressions extracted from web documents , 2014, GIR.

[38]  David M. Mark,et al.  Naive Geography , 1995, COSIT.

[39]  Edward E. Smith,et al.  On the adequacy of prototype theory as a theory of concepts , 1981, Cognition.

[40]  Peter Fisher,et al.  Sorites paradox and vague geographies , 2000, Fuzzy Sets Syst..

[41]  Jean-Claude Thill,et al.  Spatial queries with qualitative locations in spatial information systems , 2006, Comput. Environ. Urban Syst..

[42]  Daniel R. Montello,et al.  Spatial Information Theory A Theoretical Basis for GIS , 1995, Lecture Notes in Computer Science.

[43]  Barry Smith,et al.  Ontology with Human Subjects Testing: An Empirical Investigation of Geographic Categories , 1998 .

[44]  Kenny R. Coventry,et al.  Context Affects Scale Selection for Proximity Terms , 2010, Spatial Cogn. Comput..

[45]  David M. Mark,et al.  Toward a Theoretical Framework for Geographic Entity Types , 1993, COSIT.

[46]  V. B. Robinson Individual and multipersonal fuzzy spatial relations acquired using human-machine interaction , 2000, Fuzzy Sets Syst..

[47]  Patrick Brézillon,et al.  Understanding Context Before Using It , 2005, CONTEXT.

[48]  Andrew U. Frank,et al.  Qualitative spatial reasoning about distances and directions in geographic space , 1992, J. Vis. Lang. Comput..

[49]  Daniel R. Montello,et al.  Vague cognitive regions in geography and geographic information science , 2014, Int. J. Geogr. Inf. Sci..