Grounding Linked Open Data in WordNet: The Case of the OSM Semantic Network

In recent years, the open data (LOD) paradigm has emerged as a promising approach to structuring, publishing, and sharing data online, using Semantic Web standards. From a geospatial perspective, one of the key challenges consists of bridging the gap between the vast amount of crowdsourced, semi-structured or unstructured geo-information and the Semantic Web. Notably, OpenStreetMap (OSM) has gathered billions of objects from its contributors in a spatial folksonomy. The contribution of this paper is twofold. First, we add a piece to the LOD jigsaw, the OSM Semantic Network, structuring it as a W3C Simple Knowledge Organization System (SKOS) vocabulary, and discussing its role in the constellation of geo-knowledge bases. Second, we devise Voc2WordNet, a mapping approach between a given vocabulary and WordNet, a pivotal component in the LOD cloud. Our approach is evaluated on the OSM Semantic Network against a human-generated alignment, obtaining high precision and recall.

[1]  Fausto Giunchiglia,et al.  GeoWordNet: A Resource for Geo-spatial Applications , 2010, ESWC.

[2]  Deborah L. McGuinness,et al.  When owl: sameAs Isn't the Same: An Analysis of Identity in Linked Data , 2010, SEMWEB.

[3]  Jens Lehmann,et al.  LinkedGeoData: Adding a Spatial Dimension to the Web of Data , 2009, SEMWEB.

[4]  M. Goodchild,et al.  Researching Volunteered Geographic Information: Spatial Data, Geographic Research, and New Social Practice , 2012 .

[5]  Dave Kolas,et al.  Enabling the geospatial Semantic Web with Parliament and GeoSPARQL , 2012, Semantic Web.

[6]  Christopher D. Manning,et al.  Random Walks for Text Semantic Similarity , 2009, Graph-based Methods for Natural Language Processing.

[7]  Felix Naumann,et al.  Data fusion , 2009, CSUR.

[8]  Christopher B. Jones,et al.  Geographic Information Retrieval , 2011, SIGSPACIAL.

[9]  Michela Bertolotto,et al.  Semantically Enriching VGI in Support of Implicit Feedback Analysis , 2011, W2GIS.

[10]  Stefano Spaccapietra Journal on Data Semantics XV , 2011, Journal on Data Semantics XV.

[11]  Christian Bizer,et al.  DBpedia spotlight: shedding light on the web of documents , 2011, I-Semantics '11.

[12]  Lora Aroyo,et al.  The Semantic Web: Research and Applications , 2009, Lecture Notes in Computer Science.

[13]  Natalya F. Noy,et al.  Semantic integration: a survey of ontology-based approaches , 2004, SGMD.

[14]  James A. Hendler,et al.  The Semantic Web" in Scientific American , 2001 .

[15]  Michela Bertolotto,et al.  Geographic knowledge extraction and semantic similarity in OpenStreetMap , 2013, Knowledge and Information Systems.

[16]  Christiane Fellbaum,et al.  Book Reviews: WordNet: An Electronic Lexical Database , 1999, CL.

[17]  Jérôme Euzenat,et al.  Semantic Precision and Recall for Ontology Alignment Evaluation , 2007, IJCAI.

[18]  Heiner Stuckenschmidt,et al.  Ontology Alignment Evaluation Initiative: Six Years of Experience , 2011, J. Data Semant..

[19]  Ian Horrocks,et al.  The Semantic Web – ISWC 2010: 9th International Semantic Web Conference, ISWC 2010, Shanghai, China, November 7-11, 2010, Revised Selected Papers, Part I , 2010, SEMWEB.

[20]  Ying Zhou,et al.  An Integrated Approach to Extracting Ontological Structures from Folksonomies , 2009, ESWC.

[21]  Brian Davis,et al.  Knowledge Engineering and Knowledge Management , 2012, Lecture Notes in Computer Science.

[22]  Eero Hyvönen,et al.  Improving the Quality of SKOS Vocabularies with Skosify , 2012, EKAW.

[23]  Marinos Kavouras,et al.  Semantifying OpenStreetMap , 2012, Terra Cognita@ISWC.

[24]  Michela Bertolotto,et al.  A Survey of Volunteered Open Geo-Knowledge Bases in the Semantic Web , 2014, Quality Issues in the Management of Web Information.

[25]  Nicola Guarino,et al.  Sweetening Ontologies with DOLCE , 2002, EKAW.

[26]  Abraham Bernstein,et al.  The Semantic Web - ISWC 2009, 8th International Semantic Web Conference, ISWC 2009, Chantilly, VA, USA, October 25-29, 2009. Proceedings , 2009, SEMWEB.

[27]  Tim Berners-Lee,et al.  Linked data , 2020, Semantic Web for the Working Ontologist.

[28]  J. Goodwin,et al.  Geographical Linked Data: The Administrative Geography of Great Britain on the Semantic Web , 2008 .

[29]  Glen Hart,et al.  Geospatial semantics and linked spatiotemporal data - Past, present, and future , 2012, Semantic Web.

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

[31]  R. Doyle The American terrorist. , 2001, Scientific American.

[32]  Amit P. Sheth,et al.  Geospatial Semantics and the Semantic Web - Foundations, Algorithms, and Applications , 2011, Geospatial Semantics and the Semantic Web.

[33]  Ian Horrocks,et al.  Ontologies and the semantic web , 2008, CACM.

[34]  Michela Bertolotto,et al.  The Similarity Jury: Combining Expert Judgements on Geographic Concepts , 2012, ER Workshops.

[35]  Roberto Navigli,et al.  Word sense disambiguation: A survey , 2009, CSUR.

[36]  Peter Mooney,et al.  Characteristics of Heavily Edited Objects in OpenStreetMap , 2012, Future Internet.

[37]  Cclrc Rutherford,et al.  SKOS Core: Simple Knowledge Organisation for the Web , 2006 .