Semantic Web: "ten year" update
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The document discusses the evolution of the Semantic Web and linked data. It notes that while early Semantic Web efforts required complex ontologies, linked data approaches using simple semantics like RDFa have seen more success in connecting large datasets on the web. These linked data approaches are powering new applications in areas like government open data and semantic search. The talk envisions a "Web 3.0" built on top of the Semantic Web and linked data to enable more advanced functionality through integration of online data and metadata.
![Linking GDP of the US and China
Tetherless World Constellation
GDP of the US (Billion Dollar)
GDP of China (Billion Chinese Yuan )
[Temporal Mashup] bea.gov + federalreserve.gov +stats.gov.cn](https://image.slidesharecdn.com/wims11-2011-110526054619-phpapp01/85/Semantic-Web-ten-year-update-31-320.jpg)
![Linking GDP of the US and China
Tetherless World Constellation
GDP of the US (Billion Dollar)
This mashup was built in less than 8 hours –
including conversion of data, web interface, and
visualization!
GDP of China (Billion Chinese Yuan )
[Temporal Mashup] bea.gov + federalreserve.gov +stats.gov.cn](https://image.slidesharecdn.com/wims11-2011-110526054619-phpapp01/85/Semantic-Web-ten-year-update-32-320.jpg)
Semantic Web: "ten year" update
- 1. Tetherless World Constellation Semantic Web: “10 year update” Jim Hendler Tetherless World Professor of Computer and Cognitive Science Assistant Dean of Information Technology and Web Science Rensselaer Polytechnic Institute http://www.cs.rpi.edu/~hendler @jahendler (twitter)
- 2. Original Outline (July 2000) Tetherless World Constellation (May 21, 2001)
- 4. Sem Web 2010 Tetherless World Constellation April 2010
- 5. Facebook’s Open Graph Protocol Tetherless World Constellation • Your Documents (XML, HTML, XHTML) contain RDFA with some FB specific vocabulary (+ links!!) – og:title - The title of your object as it should appear within the graph, e.g., "The Rock". – og:type - The type of your object, e.g., "movie". Depending on the type you specify, other properties may also be required. – og:image - An image URL which should represent your object within the graph. – og:url - The canonical URL of your object that will be used as its permanent ID in the graph – og:description - A one to two sentence description of your object. – og:site_name - If your object is part of a larger web site, the name which should be displayed for the overall site. e.g., "IMDb".
- 6. OGP use growing quickly Facebook incentivizing use of RDFa like buttons Tetherless World Constellation 15,178 sites of top 1,000,000 as of 3/3/11 FB reports ~ 10-15% of > 3,000,000 likes per day! Why are they pushing developers to use the RDFa version?
- 7. Because we need the links! Tetherless World Constellation The network of likes is where their money is made! (predicted >$5B of advertising in next two years)
- 8. Creates a platform for SW-powered apps Tetherless World Constellation
- 9. Semantic Web 2010 Tetherless World Constellation July 2010
- 10. Sem Web 2010 Tetherless World Constellation July 2010
- 11. Semantic Web 2010 Tetherless World Constellation Nov 4, 2010
- 12. Sem Web 2010 Tetherless World Constellation (Enterprise Sem Web)
- 13. Enterprise Semantic Web Tetherless World Constellation
- 14. The coming of “Linked Data” Tetherless World Constellation • What is different now? – Semantic Search – Advertising drives Web markets – “Buzz” around data on the Web • Esp open govt data • Maturation of RDF technologies – SPARQL endpoints – RDFa !!! – Lightweight Knowledge • A little semantics goes a long way
- 15. The Evolving Web (Technology View) Tetherless World Constellation • Web is powered by the links between documents – Google worked because of the link space • Web 2.0 is powered by "social context" – The network effect is in the social network • At scale tagging runs into usual vocabulary issues • Web 3.0 adds data relations and vocabulary links – Controlled vocabularies express data relationships • Semantic Web standards
- 16. Maturation of the “bottom” of the Semantic Web Tetherless World Constellation • What is seeing the most use?? RDFa
- 17. On the Web -- links are critical! Tetherless World Constellation Web page Any Web Resource <a href= URI> HTML <a href=“http://…”> URI URI URI RDF RDF is like the web!
- 18. Links in the data Tetherless World Constellation DOC1 <mind:Person rdf:id=“Hendler”> <mind:title jobs:Professor> <jobs:placeOfWork http://www.cs.rpi.edu> </mind:Person> Jobs: Professor Mind: DOC1 Mind:title Hendler Jobs: Jobs:placeOfWork Web Page http://www…
- 19. Directly linking datasets Tetherless World Constellation Sindice.com
- 20. Linked Data is entering many sectors Tetherless World Constellation Linkeddata.org 25 billion links
- 21. What about ontologies? Tetherless World Constellation • Consider, eg, US National Center for Biotechnology Information, "Oncology Metathesaurus" – 50,000+ classes, ~8 people supporting full time, monthly updates, mandated for use by NIH-funded cancer researchers • OWL DL rigorously followed • Provably consistent • Compare to OGP
- 22. Widely varying use Tetherless World Constellation • NCBI Oncology Ontology – “High use” in medical community (~1200 users) – Very "trusted" information (provenance from NCBI) – Primarily terminological (relationships between cancer-related concepts), not data-oriented • Compare to OGP – Hundreds of millions of users • Generating >1M triples/day
- 23. The argument for NCBI seems compelling Tetherless World Constellation • When "folksonomy" isn't enough… Which one do you want your doctor to use?
- 24. But the cost is VERY high Tetherless World Constellation • Formal modeling finds its use cases in verticals and enterprises – Where the vocabulary can be controlled – Where finding things in the data is important • But the modeling is very expensive and the return on investment must be very high! – Which is part of why the "expert systems revolution" wasn't one – Became part of the technology tool kit, a useful niche in the programming pantheon, but didn't change the world Analogy: the pre-web hypertext world
- 25. The alternative Tetherless World Constellation • Linked Data approach is based on RDF, a language designed for the (Semantic) Web – Built with Web architecture in mind • Exploits Web infrastructure, respects W3C TAG recommendations – Internationalization, accessibility, extensibility – Fits the Web culture • Open and extensible, supports communities of interest – If you don't like my ontology, extend it, change it, or build your own • Fits the Web application development paradigm – Scales like "databases" – With some new ways of linking to formal models • Heavy use of a small amount of RDFS and a tiny bit of OWL • Generally used "like it sounds" not like the formal model – Example "owl:sameAs" debate “linked data” often used to describe this low semantics Semantic Web Analogy: the World Wide Web
- 26. Linked Data + Semantics Tetherless World Constellation • "Linked Data" approach finds its use cases in Web Applications (at Web scales) – A lot of data, a little semantics – Finding anything in the http://www.cs.rpi.edu/~hendler/LittleSemanticsWeb.html mess can be a win!
- 27. Example: Government Data on the Web Tetherless World Constellation
- 28. Government Data Sharing Tetherless World Constellation data.gov online “Open Government data.gov relaunch January 1, 2009 December 8, 2009 “Openness will strengthen May 21, 2010 May 21, 2009 our democracy and promote Directive” released with semantic web 57 Data Sets ~2000 Data Sets featured efficiency and effectiveness in Government.” >305,000 Data Sets --- President Obama 2009 2010 … January 19, 2010 June30,2009 Putting Govt Data ~6000 Data Set online- Data.gov.uk beta data.gov.uk online
- 29. Data.gov community: International Tetherless World Constellation Examples: US 305,000 Japan 30,184 Denmark 17,086 UK 6,000 Korea 833 Australia 700 World 400 Health Org Ireland 263 Catalonia 246
- 30. Creating/Using Data “app” technologies Tetherless World Constellation See more than 50 of these at http://logd.tw.rpi.edu
- 31. Linking GDP of the US and China Tetherless World Constellation GDP of the US (Billion Dollar) GDP of China (Billion Chinese Yuan ) [Temporal Mashup] bea.gov + federalreserve.gov +stats.gov.cn
- 32. Linking GDP of the US and China Tetherless World Constellation GDP of the US (Billion Dollar) This mashup was built in less than 8 hours – including conversion of data, web interface, and visualization! GDP of China (Billion Chinese Yuan ) [Temporal Mashup] bea.gov + federalreserve.gov +stats.gov.cn
- 33. Govt data linked to Social Media Metadata Tetherless World Constellation
- 34. There is a lot of workflow information in the mix Tetherless World Constellation Access Convert derive derive Enhance Version revision SemDiff derive
- 35. Data Search Tetherless World Constellation How can we search for data?
- 36. Metadata is crucial Tetherless World Constellation What kinds of metadata are: simple to create, powerful enough for search and internationalizable (esp. beyond English)
- 37. Example, integrating data and info search Tetherless World Constellation
- 38. Visualization can help identify data errors Tetherless World Constellation Correlates fires, acres burned, and agency budgets
- 39. “Web 3.0” Tetherless World Constellation Web 3.0 Semantic Web (RDFS, owl) Web 2.0 Linked Data (RDF, SPARQL) Web (REST API) Web 3.0 extends current Web applications using Semantic Web, esp semantic and real-time search, technologies and graph-based, open data.
- 40. Semantic Search Tetherless World Constellation IEEE Computer, Jan 2010; IEEE Computing Now, Feb 2010 (free)
- 41. Semantic Search Tetherless World Constellation Semantic Search Powered by RDFa
- 42. Trialx.com Tetherless World Constellation Save lives
- 43. Lots More Tetherless World Constellation Web 3.0 Applica<ons
- 44. Web 3.0 excitement (hype?) Tetherless World Constellation • Significant and growing commercial interest… – Web: Google, Amazon, Travelocity… – Web 2.0: Facebook, Wikipedia, YouTube, Twitter… – Web 3.0: ??
- 45. Summary Tetherless World Constellation • The Semantic Web is real – People asking “how,” not why • So far the commercial driver has been “weak semantics” – Very Simple “ontologies” – Lots of linking – Metadata agreements, not ontology alignments • Web 3.0 adds semantics as a value add to regular Web functionality – Data mashup – Semantic search – Semantic match • Investor excitement: The big one is still out there