Semantic Technology Pillars: The Story So Far
2022, Data Science with Semantic Technologies
https://doi.org/10.1002/9781119865339.CH10Abstract
In 2001 Tim Berners-Lee published a paper that charted a vision for an Internet based on semantic concepts and relations rather than hypertext links and keywords. Since that time, work in knowledge representation in Artificial Intelligence has matured from laboratories to public standards with implementations capable of scaling up to handle the big data that modern organizations rely on. This paper discusses these semantic pillar technologies, their roots in research and the current standards and implementations. The semantic pillars are: Internationalized Resource Identifiers for indexing resources, the Resource Description Framework (RDF) and Resource Description Framework Schema (RDFS) for describing graphs of resources in terms of triples, the Web Ontology Language (OWL) for defining sophisticated logical models that describe resources, the SPARQL query language for querying knowledge graphs, and the Shapes Constraint Language (SHACL) for defining data integrity constraints on resources. Together these pillars provide the tools for a new kind of Internet and new kinds of systems that can leverage big data and provide synergy with Machine Learning algorithms. This chapter will describe the research that paved the way for semantic technology. It will then describe each of the semantic pillars with examples and explanations of the business value of each technology.
References (3)
- Bush, V. (1945). As we may think. The Atlantic Monthly, 176(1), 101-108. https://doi.org/10.3998/3336451.0001.101
- Engelbart, Douglas. Augmenting Human Intellect: A Conceptual Framework. SRI Summary Report AFOSR-3223. October 1962. https://www.dougengelbart.org/content/view/138 For the demo see: https://www.youtube.com/watch?v=yJDv-zdhzMY
- Berners-Lee, Tim with James Hendler and Ora Lassila. The Semantic Web: A new form of Web content that is meaningful to computers will unleash a revolution of new possibilities. Scientific American. May 2001. Volume 284, Issue 5.