Abstract
In many practical search applications, information resources that are processed are described by their semantic, spatial, and temporal relations to other resources. Sometimes their meaning is different, depending on the place and time or even the resources change in time and place. Existing search methods are insufficient for such data because they do not take into consideration all the three aspects together.
In this chapter, a new search method of the information resources described by semantic relations and spatiotemporal properties, called TSTSM (Theme-Space-Time Search Method), is described. The TSTSM is based on the TST similarity measure that allows assessing the distance between different concepts in a semantic, spatiotemporal dataset. The main features of the TSTSM method include its ability to seamlessly deal with concepts evolving in space and time, to operate on both imprecise data and imprecisely defined user queries, to rank the search results, and to provide extensive visualizations of the result sets. Precision and recall of the TSTSM have been evaluated in comparison with keyword and relation based search engines.
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References
Abdelmonty, A.I., Smart, P.D., Jones, C.B., Fu, G., Finch, D.: A critical evaluation of ontology languages for geographic information retrieval on the Internet. J. Vis. Lang. Comput. 16(4), 331–358 (2005)
Agarwal, P.: Ontological considerations in giscience. Int. J. Geogr. Inf. Sci. 19(5), 501–536 (2005)
Aleman-Meza, B., Halaschek-Wiener, C., Arpina, I.B., Ramakrishnan, C., Sheth, A.P.: Ranking complex relationships on the semantic web. IEEE Internet Comput. 9(3), 37–44 (2005)
Allen, J.F.: Maintaining knowledge about temporal intervals. Commun. ACM 26(11), 832–843 (1983)
Allen, J.F.: Towards a general theory of action and time. Artificial Intelligence 23(2), 123–154 (1984)
Allen, J.F., Ferguson, G.: Actions and events in interval temporal logic. J. Log. Comput. 4(5), 531–579 (1994)
Anyanwu, K., Sheth, A.: P-queries: enabling querying for semantic associations on the semantic web. In: Proceedings of the 12th International Conference on World Wide Web (WWW ’03), Budapest, Hungary, May 20–24, 2003, pp. 690–699. ACM, New York (2003)
Anyanwu, K., Maduko, A., Sheth, A.: SemRank: ranking complex relationship search results on the semantic web. In: Proceedings of the 14th International Conference on World Wide Web (WWW ’05), Chiba, Japan, May 10–14, 2005, pp. 117–127. ACM, New York (2005)
Apache Lucene website. http://lucene.apache.org/ (2010). Accessed 1 Dec 2010
Aref, W.G., Samet, H.: Extending a DBMS with spatial operations. In: Gunther, O., Schek, H.J. (eds.) 2nd International Symposium on Advances in Spatial Databases, Zurich, Switzerland, pp. 299–318 (1991)
Arge, L., Procopiuc, O., Ramaswamy, S., Suel, T., Vahrenhold, J., Vitter, J.S.: A unified approach for indexed and non-indexed spatial joins. In: 7th International Conference on Extending Database Technology, Konstanz, Germany, pp. 413–429 (2000)
Athanasis, N., Christophides, V., Kotzinos, D.: Generating on the fly queries for the semantic web: the ICS-FORTH graphical RQL interface (GRQL). In: Proceedings of the 3rd Semantic Web Conference, ISWC 2004, pp. 486–501 (2004)
Beckman, N., Kriegel, H.-P., Schneider, R., Seeger, B.: The R*-tree: an efficient and robust access method for points and rectangles. In: ACM SIGMOD International Conference on Management of Data, Atlantic City, NJ, USA, pp. 322–331 (1990)
Berners-Lee, T.: N3QL—RDF data query language. W3C Design Issues. http://www.w3.org/DesignIssues/N3QL.html (2004). Accessed 25 Jun 2010
Berners-Lee, T., Hendler, J., Lassila, O.: The Semantic Web. Scientific American Magazine. http://www.scientificamerican.com/article.cfm?id=the-semantic-web (May, 2001). Accessed 25 Jun 2010
Beuthe, M., Scanella, G.: Applications Comparées des Méthodes D’analyse Multicritère UTA. RAIRO. Rech. Opér. 30(3), 293–315 (1996)
Brinkhoff, T., Kriegel, H.-P., Seeger, B.: Efficient processing of spatial joins using R-trees. In: ACM SIGMOD International Conference on Management of Data, Washington, DC, USA, pp. 237–246 (1993)
Broekstra, J., Kampman, A.: SeRQL: A second generation RDF query language. In: Proceedings of SWAD-Europe Workshop on Semantic Web Storage and Retrieval, pp. 13–14. Vrije Universiteit, Amsterdam (2003)
Chomicki, J.: Temporal query languages: a survey. In: Proceedings of the First International Conference on Temporal Logic. LNCS, vol. 827, pp. 506–534. Springer, London (1994)
Cohn, A.G., Bennett, B., Gooday, J., Gotts, N.M.: Qualitative spatial representation and reasoning with the region connection calculus. GeoInformatica 1(3), 275–316 (1997)
Crestani, F., Lee, P.L.: WebSCSA: web search by constraint spreading activation. In: Proceedings of IEEE ADL 99—Advances in Digital Libraries Conference, Baltimore, Maryland, USA, pp. 163–170 (1999)
Croft, W.B., Metzler, D., Strohman, T.: Search Engines. Information Retrieval in Practice. Addison-Wesley, Reading (2010)
Davies, J., Weeks, R.: QuizRDF: search technology for semantic web. In: Abstract Proceedings of 37th Hawaii International Conference on System Sciences (HICSS-37), Big Island, Hawaii, USA. IEEE Comput. Soc., Los Alamitos (2004)
DeMers, M.N.: Geographic information systems. In: Encyclopedia Britannica (2005)
Garcia, E., Sicilia, M.A.: Designing ontology-based interactive information retrieval interfaces. In: Workshop on Human Computer Interface for Semantic Web and Web Applications (HCI-SWWA). LNCS, vol. 2889, pp. 152–165. Springer, New York (2003)
Glover, E.J., Lawrence, S., Gordon, M.D., Birmingham, W.P., Giles, C.L.: Web search—your way. Commun. ACM 44(12), 97–102 (2001)
Gruber, T.: A translation approach to portable ontology specifications. Knowl. Acquis. 5, 199–220 (1993)
Guarino, N., Masolo, C., Vetere, G.: OntoSeek: content-based access to the web. IEEE Intell. Syst. 14(3), 70–80 (1999)
Gunther, O.: Efficient computation of spatial joins. In: Proceedings of 9th International Conference on Data Engineering, Vienna, Austria, pp. 50–59 (1993)
Gutierrez, C., Hurtado, C., Vaisman, A.: Temporal RDF. In: Gomez-Perez, A., Euzenat, J. (eds.) 2nd European Semantic Web Conference, Heraklion, Crete, Greece, pp. 93–107 (2005)
Gutierrez, C., Hurtado, C., Vaisman, A.: Introducing time into RDF. IEEE Trans. Knowl. Data Eng. 19(2), 207–218 (2007)
Guting, R.H., Bohlen, M.H., Erwig, M., Jensen, C.S., Lorentzos, N.A., Schneider, M., Vazirgiannis, M.: A foundation for representing and querying moving objects. ACM Trans. Database Syst. 25(1), 1–42 (2000)
Guttman, A.: R-trees: a dynamic index structure for spatial searching. In: ACM SIGMOD International Conference on Management of Data, Boston, MA, USA, pp. 47–57 (1984)
Hadjieleftheriou, M., Kollios, G., Tsotras, V.J., Gunopulos, D.: Efficient indexing of spatiotemporal objects. In: 8th International Conference on Extending Database Technology, Prague, Czech Republic, pp. 251–268 (2002)
Hakimpour, F., Aleman-Meza, B., Perry, M., Sheth, A.: Data processing in space, time and semantics dimensions. In: Terra Cognita 2006—Directions to the Geospatial Semantic Web, in conjunction with the 5th International Semantic Web Conference (ISWC), Athens, GA (2006)
Helfin, J., Hendler, J.: Searching the web with SHOE. In: Artificial Intelligence for Web Search. AAAI Workshop, WS-00-01, pp. 35–40. AAAI Press, Menlo Park (2000)
Hobbs, J., Pan, F.: An ontology of time for the semantic web. ACM Trans. Asian Lang. Inf. Process. 3(1), 66–85 (2004)
Jacquet-Lagrèze, E., Siskos, J.: Une méthode de construction de fonctions d’utilité additives explicatives d’une préférence globale. Cahier LAMSDADE, no. 6. Université Paris-IX-Dauphine, Paris (1978)
Jacquet-Lagrèze, E., Siskos, J.: Assessing a set of additive utility functions for multicriteria decision-making the UTA method. Eur. J. Oper. Res. 10, 151–164 (1982)
Jiang, J.J., Conrath, D.W.: Semantic similarity based on corpus statistics and lexical taxonomy. In: Proceedings of International Conference on Research in Computational Linguistics (ROCLING X), Taiwan (1997)
Jones, C.B., Abdelmonty, A.I., Finch, D., Fu, G., Vaid, S.: The spirit spatial search engine: architecture, ontologies, and spatial indexing. In: 3rd International Conference on Geographic Information Science, Adelphi, MD, USA, pp. 125–139 (2004)
Kammersell, W., Dean, M.: Conceptual search: incorporating geospatial data into semantic queries. In: Terra Cognita—Directions to the Geospatial Semantic Web, Athens, GA, USA (2006)
Karvounarakis, G., Alexaki, S., Christophides, V., Plexousakis, D., Scholl, M.: RQL: a declarative query language for RDF. In: Proceedings of the 11th International Conference on World Wide Web (WWW ’02), pp. 592–603. ACM, New York (2002)
Kolas, D., Self, T.: Spatially-augmented knowledgebase. In: 6th International Semantic Web Conference, Busan, South Korea, pp. 792–801 (2007)
Kruse, P.M., Naujoks, A., Roesner, D., Kunze, M.: Clever search: a WordNet based wrapper for Internet search engines. In: Proceedings of the 2nd GermaNet Workshop (2005)
Lin, D.: An information-theoretic definition of similarity. In: Proceedings of the 15th International Conference on Machine Learning, pp. 296–304. Morgan Kaufmann, San Francisco (1998)
Lee, J., Kim, M.H., Lee, Y.J.: Information retrieval based on conceptual distance in is-a hierarchies. J. Doc. 49(2), 188–207 (1993)
Mäkelä, E., Hyvönen, E., Saarela, S., Viljanen, K.: OntoViews—a tool for creating semantic web portals. In: Proceedings of the 3rd International Semantic Web Conference (ISWC 2004), Hiroshima, Japan. Springer, Berlin (2004)
Mitra, M., Singhal, A., Buckley, C.: Improving automatic query expansion. In: Proceedings of the 21st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 206–214. ACM, New York (1998)
Mokbel, M.F., Ghanem, T.M., Aref, W.G.: Spatiotemporal access methods. IEEE Data Eng. Bull. 26(2), 40–49 (2003)
Ozsoyoglu, G., Snodgrass, R.T.: Temporal and real-time databases: a survey. IEEE Trans. Knowl. Data Eng. 7(4), 513–532 (1995)
Palmer, M., Wu, Z.: Verb semantics for English-Chinese translation. Mach. Transl. 10(1-2), 59–92 (1995)
Perry, M., Hakimpour, F., Sheth, A.: Analyzing theme, space, and time: an ontology-based approach. In: Proceedings of the 14th Annual ACM international Symposium on Advances in Geographic Information Systems (GIS ’06), Arlington, Virginia, USA, 2006, pp. 147–154. ACM, New York (2006)
Perry, M., Sheth, A., Hakimpour, F., Jain, P.: Supporting complex thematic, spatial and temporal queries over semantic web data. In: 2nd International Conference on Geospatial Semantics (GeoS ’07), Mexico City, Mexico (2007)
Prud’hommeaux, E., Seaborne, A.: SPARQL query language for RDF. W3C recommendation. http://www.w3.org/TR/rdf-sparql-query/ (2008). Accessed 1 Dec 2010
Pugliese, A., Udrea, O., Subrahmanian, V.S.: Scaling RDF with time. In: 17th International World Wide Web Conference, Beijing, China, pp. 605–614 (2008)
Ramakrishnan, C., Milnor, W.H., Perry, M., Sheth, A.P.: Discovering informative connection subgraphs in multi-relational graphs. ACM SIGKDD Explor. Newsl. 7(2), 56–63 (2005)
Resnik, P.: Using information content to evaluate semantic similarity in taxonomy. In: Proceedings of the 14th International Joint Conference on Artificial Intelligence, vol. 1, Montreal, Quebec, Canada, 1995, pp. 448–453. Morgan Kaufmann, San Francisco (1995)
Rocha, C., Schwabe, D., de Aragao, M.P.: A hybrid approach for searching in the semantic web. In: Proceedings of the 13th International Conference on World Wide Web (WWW ’04), New York, USA, pp. 374–383 (2004)
Samet, H.: The quadtree and related hierarchical data structures. ACM Comput. Surv. 16(2), 187–260 (1984)
Seaborn, A.: RDQL—a query language for RDF. W3C member submission. Technical Report, W3C. http://www.w3c.org/Submission/RDQL/ (2004). Accessed 14 Jun 2010
Sinnott, R.W.: Virtues of the haversine. Sky Telesc. 68(2), 159 (1984)
Smart, P.D., Abdelmonty, A.I., El-Geresy, B.A., Jones, C.B.: A framework for combining rules and geo-ontologies. In: 1st International Conference on Web Reasoning and Rule Systems, Innsbruck, Austria, pp. 133–147 (2007)
Sussna, M.J.: Text retrieval using inference in semantic metanetworks. Doctoral Thesis, UMI Order Number: UMI Order No. GAX97-26031, University of California at San Diego (1997)
Tanasescu, V., Gugliotta, A., Domingue, J., Davies, R., Gutierrez-Villarias, L., Rowlatt, M., Richardson, M., Stincic, S.: A semantic web services gis based emergency management application. In: 5th International Semantic Web Conference, Athens, GA, USA, pp. 959–966 (2006)
Vincenty, T.: Direct and inverse solutions of geodesics on the ellipsoid with application of nested equations. Surv. Rev. 23 (misprinted as 22) (176), 88–93 (1975). http://www.ngs.noaa.gov/PUBS_LIB/inverse.pdf. Accessed 25 Jun 2010
Zadeh, L.A.: Fuzzy sets. Inf. Control 8(3), 338–353 (1965)
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Stawniak, M. (2012). Searching Content Related by Semantics, Space and Time. In: Cellary, W., Walczak, K. (eds) Interactive 3D Multimedia Content. Springer, London. https://doi.org/10.1007/978-1-4471-2497-9_9
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