My next posts outline future research that is required for the advancement of representation, search, and visualisation of information, and at recent and future developments in the use and representation of taxonomies and ontologies, and visualisation tools that can aid in their use. Berners-Lee et al (2006) explain the importance of visualisation for navigation of information "Despite excitement about the Semantic Web, most of the world's data are locked in large data stores and are not published as an open Web of inter-referring resources. As a result, the reuse of information has been limited. Substantial research challenges arise in changing this situation: how to effectively query an unbounded Web of linked information repositories, how to align and map between different data models, and how to visualise and navigate the huge connected graph of information that results."
Horrocks (2002) explains the advantages of moving towards a more formal ontology. Making use of a more formal ontology is the next major aim for my research. Creation of a formal ontology, while at the same time creating applications that model problems such as early stage design and cost, and interactive modelling environments for students, will widen the applicability of the research. This would enable further testing on ways ontologies can be used to solve problems, and are meaningful to people as well as being searchable by computer software. My intention is to enable tagging of this ontology and eventually editing of it by users, in order to allow users and domain experts to be involved in the ontology construction.
So far the taxonomies used in my thesis include traditional object oriented relationships such as child, parent, sibling, attribute, and instance. There are other types of relationship that would need to be modelled in order to maximise the capabilities of software that would use the taxonomies. Key relationships used within the object oriented programming domain between objects have been modelled. These key relationships depict families and aggregations of objects that may share attributes and methods through inheritance. When physical items are represented, this can be translated to geometric diagrams. Semantic descriptions with more relationship types than the ones modelled so far allow a more expressive depiction of a problem domain, and can aid some forms of search within a model. One of the main advantages of a semantic net description, in terms of automated model generation, is that labelling relationships between objects allows the depiction of a number of aspects of a domain in one model, and with a consistent syntax. Ciocoiu et al (2000) explain how an engineering ontology can be made more rigorous in order to facilitate interoperability. This allows representation of, say, a product structure and its manufacturing processes together. A single node then is the only representation of that node within the model, with all its relationships depicted as arcs emanating/terminating at the node. More expressive semantic descriptions are possible through the use of the standard OWL dialects. These more expressive descriptions require sophisticated visualisation tools which will be the subject of the next post.
My Pages on this subject
Semantic Web - http://www.cems.uwe.ac.uk/amrc/seeds/PeterHale/RDF/RDF.htm.Semantic Web Modelling - http://www.cems.uwe.ac.uk/amrc/seeds/ModellingSemanticWeb.htm.
References
Berners-Lee, T., Hall, W., Hendler, J., Shadbolt, N., Weitzner, D. J., 2006. Creating a Science of the Web. Science 11 August 2006:Vol. 313. no. 5788, pp. 769 - 771. - http://www.sciencemag.org/cgi/content/full/313/5788/769?ijkey=o66bodkFqpcCs&keytype=ref&siteid=sci.
Ciocoiu, M., Gruninger, M., Nau, D. S., 2000. Ontologies for Integrating Engineering Applications. Journal of Computing and Information Science in Engineering, 1(1) pp 12-22. - http://www.cs.umd.edu/~nau/papers/ontologies-JCISE-2001.pdf.
Horrocks, I., 2002. DAML+OIL: a Reason-able Web Ontology Language. In: proceedings of the Eighth Conference on Extending Database Technology (EDBT 2002) March 24-28 2002, Prague. - http://www.cs.man.ac.uk/~horrocks/Publications/download/2002/edbt02.pdf.
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