Abstract
Human interactions with geographical information are contextualized by problem-solving activities which endow meaning to geospatial data and processing. However, existing spatial data models have not taken this aspect of semantics into account. This paper extends spatial data semantics to include not only the contents and schemas, but also the contexts of their use. We specify such a semantic model in terms of three related components: activity-centric context representation, contextualized ontology space, and context mediated semantic exchange. Contextualization of spatial data semantics allows the same underlying data to take multiple semantic forms, and disambiguate spatial concepts based on localized contexts. We demonstrate how such a semantic model supports contextualized interpretation of vague spatial concepts during human–GIS interactions. We employ conversational dialogue as the mechanism to perform collaborative diagnosis of context and to coordinate sharing of meaning across agents and data sources.
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K. Aberer, T. Catarci, P. Cudre-Mauroux, T. Dillon, S. Grimm, M.-S. Hacid, A. Illarramendi, M. Jarrar, V. Kashyap, M. Mecella, E. Mena, E. J. Neuhold, A. M. Ouksel, T. Risse, M. Scannapieco, F. Saltor, L. de Santis, S. Spaccapietra, S. Staab, R. Studer, and O. De Troyer. “Emergent semantics systems,” in Lecture Notes in Computer Science 3226, 3226 edition, pp. 14–43, 2004.
P. Agarwal. “Ontological considerations in GIScience,” International Journal of Geographical Information Science, Vol. 19:501–536, 2005.
I.B. Arpinar, A. Sheth, C. Ramakrishnan, E.L. Usery, M. Azami, and M. Kwan. “Geospatial ontology development and semantic analytics,” in J.P. Wilson and A.S. Fotheringham (Eds.), Handbook of Geographic Information Science, Blackwell: Boston, MA, 2005.
L.W. Barsalou. “Context-independent and context-dependent information in concepts,” Memory & Cognition, Vol. 10:82–93, 1982.
L.W. Barsalou, W. Yeh, B.J. Luka, K.L. Olseth, K.S. Mix, and L. Wu, “Concepts and meaning,” in K. Beals, G. Cooke, D. Kathman, K.E. McCullough, S. Kita, and D. Testen (Eds.), Chicago Linguistics Society 29: Papers from the Parasession on Conceptual Representations, University of Chicago: Chicago Linguistics Society, 23–61, 1993.
Y. Bishr. “Overcoming the semantic and other barriers to GIS interoperability,” International Journal of Geographical Information Science, Vol. 12:299–314, 1998.
P. Bouquet, F. Giunchiglia, F. van Harmelen, L. Serafini, and H. Stuckenschmidt. C-OWL: Contextualizing Ontologies, 2870 edition, Springer: Berlin Heidelberg New York, 2003.
P. Bouquet, F. Giunchiglia, F. van Harmelen, L. Serafini, and H. Stuckenschmidt. “Contextualizing ontologies,” Web Semantics: Science, Services and Agents on the World Wide Web, Vol. 1:325–343, 2004.
J. Brodeur, Y. Bedard, G. Edwards, and B. Moulin. “Revisiting the concept of geospatial data interoperability within the scope of human communication processes,” Transactions in GIS, Vol. 7:243–265, 2003.
G. Cai, H. Wang, and A.M. MacEachren, “Communicating vague spatial concepts in human–GIS interactions: A collaborative dialogue approach,” in W. Kuhn, M.F. Worboys, and S. Timpf (Eds.), Spatial information theory: Foundations of Geographic Information Science (Lecture Notes in Computer Science 2825), Springer: Berlin Heidelberg New York, 287–300, 2003.
G. Cai, H. Wang, A.M. MacEachren, and S. Fuhrmann. “Natural conversational interfaces to geospatial databases,” Transactions in GIS, Vol. 9:199–221, 2005.
G. Camara, A.M.V. Monteiro, J. Paiva, and R.C.M. Souza. “Action-driven ontologies of the geographical space: Beyond the field-object debate,” presented at Proceedings of the first International Conference GIScience, October 28–31, 2000, Savannah, GA, 2000.
A.G. Cohn. “The challenge of qualitative spatial reasoning,” ACM Computing Surveys, Vol. 27(3):323–325, September 1995.
J.L. De Oliveira, F. Pires, and C.B. Medeiros. “An environment for modeling and design of geographic applications,” GeoInformatica, Vol. 1:29–58, 1997.
M. Egenhofer. “Toward the semantic geospatial web,” presented at ACM GIS’2002—International Symposium on Advances in Geographic Information Systems, McLean, VI, 2002.
M.J. Egenhofer and D.M. Mark. “Naive geography,” in A.U. Frank and W. Kuhn (Eds.), Spatial Information Theory: A Theoretical Basis for GIS, Lecture Notes in Computer Sciences, No. 988. Springer: Berlin Heidelberg New York, 1–15, 1995.
M.J. Egenhofer, A. Rashid, and B.M. Shariff. “Metric details for natural-language spatial relations,” ACM Transactions on Information Systems, Vol. 16:295–321, 1998.
P. Fisher and T. Orf. “An investigation of the meaning of near and close on a university campus,” Computers, Environment and Urban Systems, Vol. 15:23–25, 1991.
F. Fonseca, M. Egenhofer, P. Agouris, and G. Câmara. “Using ontologies for integrated geographic information systems,” Transactions in GIS, Vol. 6:231–257, 2002.
F. Fonseca, M. Egenhofer, C. Davis, and G. Camara. “Semantic granularity in ontology-driven geographic information systems,” Annals of Mathematics and Artificial Intelligence, Vol. 36:121–151, 2002.
F. Fonseca and A. Sheth. “The Geospatial Semantic Web,” UCGIS White Paper, 2002. (Available online at: http://www.ucgis.org/priorities/research/2002researchPDF/shortterm/e_geosemantic_web.pdf).
A.U. Frank. “Tiers of ontology and consistency constraints in geographical information systems,” International Journal of Geographical Information Science, Vol. 15:667–678, 2001.
A.U. Frank. “Ontology for spatial–temporal databases,” in T. Sellis (Ed.), Spatial–Temporal Databases (LNCS 2520). Springer: Berlin Heidelberg New York, 9–77, 2003.
A.U. Frank and D.M. Mark. “Language issues for GIS,” in D.J. Maguire, M.F. Goodchild, and D.W. Rhind (Eds.), Geographical Information Systems: Principles and Applications, vol. 1. Longmans: London, 147–163, 1991.
A.U. Frank and M. Raubal. “Formal specification of image schemata—A step towards interoperability in geographic information systems,” Spatial Cognition and Computation, Vol. 1:67–101, 1999.
C.H. Goh, S. Bressan, S.E. Madnick, and M.D. Siegal. “Context interchange: New features and formalisms for the intelligent integration of information,” ACM Transactions on Information Systems, Vol. 17:270–293, 1999.
M. Goodchild, M. Egenhofer, R. Fegeas, and C.A. Kottman. Interoperating Geographic Information Systems. Boston: Kluwer, 1998.
B.J. Grosz and S. Kraus. “Collaborative plans for complex group action,” Artificial Intelligence, Vol. 86:269–357, 1996.
T. Gruber. “Toward principles for the design of ontologies used for knowledge sharing,” International Journal of Human–Computer Studies, Vol. 43:907–928, 1995.
N. Guarino. “Formal ontologies and information systems,” presented at Proc. of 1998 Workshop on Formal Ontology in Information Systems, Trento, Italy, IOS: Amsterdam, The Netherlands, 1998.
R. Guha and J. McCarthy. “Varieties of contexts,” in P. Blackburn (Ed.), LNAI 2680: Proceedings of Context‘03, 2680 edition: Springer: Berlin Heidelberg New York 164–177, 2003.
T. Hadzilacos and N. Tryfona. “Extending the entity-relational model to capture spatial semantics,” SIGMOD RECORD, Vol. 26, 1997.
J.F. Hangouet. “Geographical multi-representation: Striving for the hyphenation,” International Journal of Geographical Information Science, Vol. 18:309–326, 2004.
S. Haridi, K. Aberer, P. Van Roy, and M. Colajanni. “Topic 18: Peer-to-peer and web computing,” in M. Danelutto, D. Laforenza, and M. Vanneschi (Eds.), Lecture Notes in Computer Science 3149: Euro-Par 2004, 1013, Springer, Berlin Heidelberg New York, 2004.
F. Harvey, W. Kuhn, H. Pundt, Y. Bishr, and C. Riedemann. “Semantic interoperability: A central issue for sharing geographic information,” The Annals of Regional Science, Vol. 33:213–232, 1999.
C.B. Jones, H. Alani, and D. Tudhope. “Geographical information retrieval with ontologies of place,” in D.R. Montello (Ed.), LNCS 2205: Spatial Information Theory: Foundations of Geographic Information Science—Proceedings of COSIT 2001 International Conference on Spatial Information Theory, Morro Bay, CA, USA, September 19–23, Lecture Notes in Computer Science 2205, Springer: Berlin Heidelberg New York, 322–335, 2001.
V. Kashyap and A. Sheth. “Semantic and schematic similarities between database objects: A context-based approach,” The VLDB Journal, Vol. 5:276–304, 1996.
V. Khatri. “Augmenting a conceptual model with geospatiotemporal annotations,” IEEE Transactions on Knowledge and Data Engineering, Vol. 16:1324–1338, 2004.
W. Kuhn. “Ontologies in support of activities in geographical space,” International Journal of Geographical Information Science, Vol. 15:613–631, 2001.
R. Laurini and D. Thompson. Fundamentals of Spatial Information Systems. London: Academic, 1992.
J.L. Lee and M.D. Siegel. “An ontological and semantical approach to source–receiver interoperability,” Decision Support Systems, Vol. 18:145–158, 1996.
Y. Leung, K.S. Leung, and J.Z. He. “A generic concept-based object-oriented geographical information system,” International Journal of Geographical Information Science, Vol. 13:475–498, 1999.
M. Liebhold. The geospatial web: A call to action: What we still need to build for an insanely cool open geospatial web, O’Reilly Network: Sebastopol, CA, 2005.
K.E. Lochbaum. “A collaborative planning model of intentional structure,” Computational Linguistics, Vol. 24:525–572, 1998.
A.M. MacEachren, G. Cai, R. Sharma, I. Rauschert, I. Brewer, L. Bolelli, B. Shaparenko, S. Fuhrmann, and H. Wang. “Enabling collaborative geoinformation access and decision-making through a natural, multimodal interface,” International Journal of Geographical Information Science, Vol. 19:293–317, 2005.
D.M. Mark and M.D. Gould. “Interacting with geographic information: A commentary,” Photogrammetric Engineering and Remote Sensing, Vol. 57:1427–1430, 1991.
D.M. Mark, B. Smith, and B. Tversky. “Ontology and geographic objects: An empirical study of cognitive categorization,” in C. Freksa and D.M. Mark (Eds.), COSIT’99––Conference on Spatial Information Theory, LNCS 1661, Springer: Berlin Heidelberg New York, 283–298, 1999.
J. McCarthy and S. Buvac. “Formalizing context (expanded notes),” in A. Aliseda, R. van Glabbeek, and D. Westerstahl (Eds.), Computing Natural Language, Center for the Study of Language and Information, Stanford University, 1997.
R. Meersman. “An essay on the role and evolution of data(base) semantics,” presented at Database Applications Semantics: Proceedings of the Sixth IFIP TC-2 Working Conference on Data Semantics (DS-6), 1996.
R. Meersman. “Ontologies and databases: More than a fleeting resemblance,” in A. D’Atri and M. Missikoff (Eds.), OES/SEO 2001 Rome Workhop. Luiss, 2001.
J. Mylopoulos, A. Borgida, M. Jarke, and M. Koubarakis. “Telos: Representing knowledge about information systems,” ACM Transactions on Information Systems, Vol. 8:325–362, 1990.
J. Mylopoulos and R. Motschnig-Pitrik. “Partitioning information bases with contexts,” presented at Proc. of CoopIS’95, Vienna, Austria, 1995.
B.A. Nardi. “Context and Consciousness: Activity Theory and Human–Computer Interaction.” MIT: Cambridge, MA, 1996.
OGC. “The OpenGIS abstract specification,” OpenGIS Consortium http://www.opengis.org 1999.
A.M. Ouksel and I. Ahmed. “Ontologies are not the Panacea in data integration: A flexible coordinator to mediate context construction,” Distributed and Parallel Databases, Vol. 7:7–35, 1999.
J. Park and S. Ram. “Information systems interoperability: What lies beneath?,” ACM Transactions on Information Systems, Vol. 22:595–632, 2004.
P. Prekop and M. Burnett. “Activities, context and ubiquitous computing,” Computer Communications, Vol. 26:1168–1176, 2003.
H. Pundt. “Field data collection with mobile GIS: Dependencies between semantics and data quality,” GeoInformatica, Vol. 6:363–380, 2002.
H. Pundt and Y. Bishr. “Domain ontologies for data sharing––An example from environmental monitoring using field GIS,” Computers & Geosciences, Vol. 28:95–102, 2002.
V.B. Robinson. “Individual and multipersonal fuzzy spatial relations acquired using human–machine interaction,” Fuzzy Sets and Systems, Vol. 113:133–145, 2000.
R. Sharma, M. Yeasin, N. Krahnstoever, Rauschert, G. Cai, I. Brewer, A. MacEachren, and K. Sengupta. “Speech-gesture driven multimodal interfaces for crisis management,” Proceedings of the IEEE, Vol. 91:1327–1354, 2003.
A. Sheth. “Changing focus on interoperability in information systems: From system, syntax, structure to semantics,” in M.F. Goodchild, M.J. Egenhofer, R. Fegeas, and C.A. Kottman (Eds.), Interoperating Geographic Information Systems, Kluwer, 5–30, 1999.
B. Smith and D.M. Mark. “Ontology and geographic kinds,” presented at Proceedings, Eighth International Symposium on Spatial Data Handling, 1998.
B. Smith and D.M. Mark. “Geographical categories: An ontological investigation,” International Journal of Geographical Information Science, Vol. 15:591–612, 2001.
B. Smith and A.C. Varzi. “Fiat and bona fide boundaries,” Philosophy and Phenomenological Research, Vol. 60:401–420, 2000.
P. Spyns, R. Meersman, and M. Jarrar. “Data modelling versus ontology engineering,” SIGMOD RECORD, Vol. 31, 2002.
L. Suchman. Plan’s and Situated Actions: The Problem of Human–Machine Communication. Cambridge University Press: New York, 1987.
M. Theodorakis, A. Analyti, P. Constantopoulos, and N. Spyratos. “Contextualization as an abstraction mechanism for conceptual modeling,” presented at LNCS 1728: Proceeding of the 18th International Conference on Conceptual Modeling (ER‘99), Paris, France, 1999.
S. Timpf. “Ontologies of wayfinding: A traveler’s perspective,” Networks and Spatial Economics, Vol. 2:9–33, 2002.
E. Tomai and M. Kavouras. “From “Onto-geoNoesis” to “Onto-genesis”: The design of geographic ontologies,” GeoInformatica, Vol. 8:285–302, 2004.
R.M. Turner. “Context-mediated behavior for intelligent agent,” International Journal of Human–Computer Studies, Special issue on Using Context in Applications, Vol. 48:307–330, 1998.
R.M. Turner. A Model of Explicit Context Representation and Use for Intelligent Agents, Vol. 1688, 1999.
U. Visser, H. Stuckenschmidt, G. Schuster, and T. Vogele. “Ontologies for geographic information processing,” Computers & Geosciences, Vol. 28:103–117, 2002.
G. Wiederhold. “Mediators in the architecture of future information systems,” Computer, Vol. 25:38–49, 1992.
S. Winter. “Ontology: Buzzword or paradigm shift in GI science?,” International Journal of Geographical Information Science, Vol. 15:587–590, 2001.
S. Winter and A.U. Frank. “Topology in raster and vector representation,” GeoInformatica, Vol. 4:35–65, 2000.
M.F. Worboys. “Nearness relations in environmental space,” International Journal of Geographical Information Science, Vol. 15:633–651, 2001.
Acknowledgments
This material is based upon work supported by the National Science Foundation under grants no. EIA-0306845 and BCS-0113030. The author thanks two anonymous reviewers for their insightful suggestions. Final version of this paper benefited from a read by David J. Saab who helped improve the quality of the language.
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Cai, G. Contextualization of Geospatial Database Semantics for Human–GIS Interaction. Geoinformatica 11, 217–237 (2007). https://doi.org/10.1007/s10707-006-0001-0
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DOI: https://doi.org/10.1007/s10707-006-0001-0