Impact of Using Relationships between Ontologies to Enhance the Ontology Search Results

Using semantic web search engines, such as Watson, Swoogle or Sindice, to find ontologies is a complex exploratory activity. It generally requires formulating multiple queries, browsing pages of results, and assessing the returned ontologies against each other to obtain a relevant and adequate subset of ontologies for the intended use. Our hypothesis is that at least some of the difficulties related to searching ontologies stem from the lack of structure in the search results, where ontologies that are implicitly related to each other are presented as disconnected and shown on different result pages. In earlier publications we presented a software framework, Kannel, which is able to automatically detect and make explicit relationships between ontologies in large ontology repositories. In this paper, we present a study that compares the use of the Watson ontology search engine with an extension, Watson+Kannel, which provides information regarding the various relationships occurring between the result ontologies. We evaluate Watson+Kannel by demonstrating through various indicators that explicit relationships between ontologies improve users' efficiency in ontology search, thus validating our hypothesis.

[1]  Aldo Gangemi,et al.  An Overview of the ONIONS Project: Applying Ontologies to the Integration of Medical Terminologies , 1999, Data Knowl. Eng..

[2]  Enrico Motta,et al.  Ontology Selection: Ontology Evaluation on the Real Semantic Web , 2006, EON@WWW.

[3]  Michael D. Gordon,et al.  Finding Information on the World Wide Web: The Retrieval Effectiveness of Search Engines , 1999, Inf. Process. Manag..

[4]  Yi Zhang,et al.  OntoSearch: An Ontology Search Engine , 2004, SGAI Conf..

[5]  Aldo Gangemi,et al.  A theoretical framework for ontology evaluation and validation , 2005, SWAP.

[6]  Bijan Parsia,et al.  Analysing Multiple Versions of an Ontology: A Study of the NCI Thesaurus , 2011, Description Logics.

[7]  Harith Alani,et al.  Ranking Ontologies with AKTiveRank , 2006, SEMWEB.

[8]  Enrico Motta,et al.  KC-Viz: A Novel Approach to Visualizing and Navigating Ontologies , 2010, EKAW.

[9]  Jérôme David,et al.  Ontology Similarity in the Alignment Space , 2010, International Semantic Web Conference.

[10]  Marc Ehrig Ontology Alignment: Bridging the Semantic Gap (Semantic Web and Beyond) , 2006 .

[11]  Eyal Oren,et al.  Sindice.com: Weaving the Open Linked Data , 2007, ISWC/ASWC.

[12]  Enrico Motta,et al.  DOOR - Towards a Formalization of Ontology Relations , 2009, KEOD.

[13]  Peter Ingwersen,et al.  Information Retrieval Interaction , 1992 .

[14]  Marc Ehrig,et al.  Ontology Alignment: Bridging the Semantic Gap , 2006 .

[15]  Carlo Allocca Expliciting semantic relations between ontologies in large ontology repositories , 2009 .

[16]  Lora Aroyo,et al.  The Semantic Web - ISWC 2011 - 10th International Semantic Web Conference, Bonn, Germany, October 23-27, 2011, Proceedings, Part I , 2011, SEMWEB.

[17]  Jeff Heflin,et al.  A Model Theoretic Semantics for Ontology Versioning , 2004, SEMWEB.

[18]  Enrico Motta,et al.  Ontology Selection for the Real Semantic Web: How to Cover the Queen's Birthday Dinner? , 2006, EKAW.

[19]  Steffen Staab,et al.  The Semantic Web - ISWC 2008, 7th International Semantic Web Conference, ISWC 2008, Karlsruhe, Germany, October 26-30, 2008. Proceedings , 2008, SEMWEB.

[20]  Jérôme David,et al.  Comparison between Ontology Distances (Preliminary Results) , 2008, SEMWEB.

[21]  Timothy W. Finin,et al.  Swoogle: a search and metadata engine for the semantic web , 2004, CIKM '04.

[22]  Enrico Motta,et al.  Semantic Web Search Engines , 2011, Handbook of Semantic Web Technologies.

[23]  Jeffrey M. Bradshaw,et al.  Applying KAoS Services to Ensure Policy Compliance for Semantic Web Services Workflow Composition and Enactment , 2004, SEMWEB.

[24]  Steffen Staab,et al.  Managing Knowledge in a World of Networks , 2008 .

[25]  James A. Hendler,et al.  Handbook of Semantic Web Technologies , 2011, Handbook of Semantic Web Technologies.

[26]  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.

[27]  Carlo Allocca,et al.  Automatic Identification of Ontology Versions Using Machine Learning Techniques , 2011, ESWC.

[28]  Yun Peng,et al.  Swoogle: A semantic web search and metadata engine , 2004, CIKM 2004.

[29]  Paul Buitelaar,et al.  OntoSelect: A Dynamic Ontology Library with Support for Ontology Selection , 2004 .

[30]  Tzung-Pei Hong,et al.  A Two-Phased Ontology Selection Approach for Semantic Web , 2005, KES.

[31]  Yugyung Lee,et al.  OntoKhoj: a semantic web portal for ontology searching, ranking and classification , 2003, WIDM '03.

[32]  Jérôme Euzenat,et al.  Algebras of Ontology Alignment Relations , 2008, SEMWEB.

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

[34]  Asunción Gómez-Pérez,et al.  ONTOMETRIC: A Method to Choose the Appropriate Ontology , 2004, J. Database Manag..

[35]  Mathieu d'Aquin,et al.  Formally measuring agreement and disagreement in ontologies , 2009, K-CAP '09.

[36]  Pascal Hitzler,et al.  Formalizing Ontology Alignment and its Operations with Category Theory , 2006, FOIS.

[37]  Enrico Motta,et al.  Watson, more than a Semantic Web search engine , 2011, Semantic Web.

[38]  Jun Fang,et al.  Automated ontology selection based on description logic , 2008, 2008 12th International Conference on Computer Supported Cooperative Work in Design.

[39]  Mark A. Musen,et al.  Promptdiff: a fixed-point algorithm for comparing ontology versions , 2002, AAAI/IAAI.

[40]  Dean Allemang,et al.  The Semantic Web - ISWC 2006, 5th International Semantic Web Conference, ISWC 2006, Athens, GA, USA, November 5-9, 2006, Proceedings , 2006, SEMWEB.

[41]  Steffen Staab,et al.  Comparing ontologies - similarity measures and a comparison study , 2001 .

[42]  Lakhmi C. Jain,et al.  Knowledge-Based Intelligent Information and Engineering Systems , 2004, Lecture Notes in Computer Science.