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Schema 101
Why Metadata Matters: From a Search Engine Perspective.
                                                    By: Barbara Starr
                                                    Twitter: @BarbaraStarr
                                                    Email: bstarr@Ontologica.us
Meta Information
    ME
•       Pursued a doctorate in Artificial Intelligence from South   My favorite author:
        Africa in the 80's.                                         Isaac Asimov
•       Recruited to build intelligent/predictive trading systems
        on Wall Street
•        Migrated to government-based contracts, several of
        which turned into real world products like                  Favorite book:
      –       SIRI (PAL from DARPA)
      –       WATSON (Acquaint - IBM Watson Labs was a team
                                                                     I Robot
              member)
•       From the vantage of a semantic technologist, I keenly
        watched the evolution of the Semantic Web.
•       “Shocked into the real world” when working as a
        consultant @ Overstock
•       Today - Educator, Consultant, Developer.                    Favorite character:
                                                                     MULTIVAC


    By: Barbara Starr
    Twitter: @BarbaraStarr
    Email: bstarr@Ontologica.us
    Linkedin: http://www.linkedin.com/in/barbarastarr
Additional Metainformation
For the purpose of this talk:

         MY ROBOT or Artificially Intelligent Entity or Search Engine




                                     same-as
SEARCH ENGINE POINT OF VIEW




                              How can I exploit
                                metadata or
                                 “semantic
                                  search”?
SEARCH ENGINE POINT OF VIEW


                                      I can directly extract
 Searchmonkey 2008                        information to
                                     enhance SERP displays




                 tiles




                RICH SNIPPETS 2009
SEARCH ENGINE POINT OF VIEW



                              I can search directly on
                               consumed metadata!
SEARCH ENGINE POINT OF VIEW


                                I can provide direct
                               answers to queries by
                                    searching on
                              consumed, verified and
                               validated information
SEARCH ENGINE POINT OF VIEW
                               I can even aggregate
                                answers or deduce
                              them (like a timeline of
                                      events)
SEARCH ENGINE POINT OF VIEW

                                             ?

                            I can detect
                                                        Penn Treebank tagset
                              relevancy
                         signals: i.e what
                         content to show
                               to what           I can even use it in
       I can use it to
                              audience            conjunction with
          Assist in
       interpreting a                             machine learning
         user query                              techniques- to eg.
                                                      Train other
                                                     components
SEARCH ENGINE POINT OF VIEW




                              Really interesting in terms
                                 of exposing long tail
                                content too. It makes
   I meant the                  things findable for me
   beer brewer                when pages are published
    in Arizona                 with structured markup!
SEARCH ENGINE POINT OF VIEW
                                                     I could really use
        Multiple conflicting
                                                     this stuff. And it
       vocabularies that I will
                                                      is like the tower
       have to align internally
                                                         of babel out
        and multiple syntax
                                                            there!
          formats as well.




                                   ?
    Microdata
    Microformats
    RDFa

                                                     Goodrelations for e-commerce

                         I’m a Search Engine Robot
                            Prior to Schema.org
SEARCH ENGINE POINT OF VIEW




                         Time to get Serious!
What has been the history?
RDFa exploded in 2012 – Source Peter Mika - Yahoo
                     Another five-fold increase
                     between October 2010 and
                     January, 2012



                 Five-fold increase between
                 March, 2009 and October,
                 2010




   Percentage of URLs with embedded metadata in various formats
Current state of metadata on the Web
• 31% of webpages, 5% of domains contain some metadata
    – Analysis of the Bing Crawl (US crawl, January, 2012)
    – RDFa is most common format
• By URL: 25% RDFa, 7% microdata, 9% microformat
• By eTLD (PLD): 4% RDFa, 0.3% microdata, 5.4% microformat
    – Adoption is stronger among large publishers
• Especially for RDFa and microdata
• See also
    – P. Mika, T. Potter. Metadata Statistics for a Large Web Corpus, LDOW 2012
    – H.Mühleisen, C.Bizer.Web Data Commons - Extracting Structured Data
      from Two Large Web Corpora, LDOW 2012
What’s been the History
Linked Open Data exploded from 2007 thru 2010




                Oct 2007



                                                Nov 2007
What’s been the History
Linked Open Data exploded from 2007 thru 2010




   Sept 2008




                           March 2009
What’s been the History
Linked Open Data exploded from 2007 thru 2010
                                                                                                                                                                                  Sussex                St.




  Sept 2010
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                                                                                                                                                                                                                                                                                                                                       As of September 2010




                                                                                                                                      LOD Cloud
Timeline of RDFa and Semantic Web Adoption
As of Semtech 2011

                                 Inevitable passage of
                              Semantic Web adoption –
                              culminating in schema.org
SEARCH ENGINE POINT OF VIEW


             A Search Engine
         alliance has the power
               to MANDATE            Align and consume
         vocabulary and syntax!      many vocabularies
                                     that may not be of
                                     interest to search
                                          engines?




 Rather mandate vocabulary        And Syntax - microdata
Sample portion
SEARCH ENGINE POINT OF VIEW




                                            On the other hand
                                               – Not wise to
                                             ignore standards
                                              bodies like W3C




                         No mandate on Syntax
SEARCH ENGINE POINT OF VIEW


  Did I tell you I
 don’t like spam?
SEARCH ENGINE POINT OF VIEW
   Ensure your data
      feeds match
   information with
     the structured
       markup or              Make sure you are
    “metadata” on               not cloaking by
   your web pages.            feeding one set of
                              information to me
                                and another to
                                 human users!
SEARCH ENGINE POINT OF VIEW



                                Serving
                               RELEVANT
                              ANSWERS are
                               IMPERATIVE!
                              & central to my
                                very being!




                                                Your Logo
SEARCH ENGINE POINT OF VIEW




                              ELSE I AM
SEARCH ENGINE POINT OF VIEW
SEARCH ENGINE POINT OF VIEW




                                    Adding context in
                                 search verticals really
 Google’s “SearchVerticals”        helps me serve up
                                  relevant information
     Notice any correlations?   (Seriously increases my
      I would advise you to!         recall), as does
                                geospatial information.
 Consumed information -
 Structured Data Dashboard
SEARCH ENGINE POINT OF VIEW
                          “Amazing fact: same
                          amount of computing to
                          answer one Google Search
                          query as all the computing
                          done -- in flight and on the
                          ground -- for the entire
                          Apollo program!

                                                           I also have a pretty
                                                         good understanding of
                                                            big data and web
                                                          intelligence so I can
                                                              leverage them!

                SIRI




   OH! and be sure to
   check out Moores law
SEARCH ENGINE POINT OF VIEW

                      I can combine it with
                      computer vision
                      techniques.


                                              I can leverage
                                               metadata for
                                               better image
                                                  search




             SIRI




    I can enhance
    user’s shopping
    experience.
SEARCH ENGINE POINT OF VIEW


               Symbolic
             reasoning vs
              stochastic
          reasoning (Latter is
           more like NLP or         Know rather than
              page rank)              Recognize?




  INTRODUCING THE KNOWLEDGE GRAPH
And if you thought
SEARCH ENGINE POINT OF VIEW
       the knowledge
       graph was cool,        Talk of increase in
        checkout the          screen real estate
         knowledge               and CTR? 
          carousel!
SEARCH ENGINE POINT OF VIEW

         Thank you for your
               time! 
      And just a bye-the-bye,
      this technology is still in
      it’s nascent stages. Can
                                                                  Resources to help
      you imagine what I will
                                                                  you! Make sure to
        be able to do soon?
                                                                   use them wisely!




                                    Barbara Starr
                                    Email: bstarr@ontologica.us
                                    Twitter: @BarbaraStarr
Resources at this point in time
Caveat: Some training may be required for some of the tools




Programming Languages:           Publishing                 Platforms:
JavaSCript:Microdatajs                Form Based tools:     Drupal
Live microdata                   Schema Creator             Joomla
Php: Microdataphp                Microdata generator        Wordpress (about 7 of them)
Ruby: RDF Microdata              Standalone tools           Virtuoso
       RDF Lib plugin            Web.instadata              Topbraid Composer
                                 Editors:
PerlRuby: RDF Microdata Gem      Topbraid Composer
Mida                             Protege
Java: Sindice any23 library
Validators, Testers and More Check.rdfa.infoSindice Inspector
Rich Snippets Testing Tool     Bing Validator
Structured data Linter         Online Parser?viewer and RSS generator
Validator.nuGoogle Structured Data Tester
Resources at this point in time
Goodrelations:   Resources, generators, validators, more, ….
Resources



            From the mouth of
Franz new tool
Soon to be released for SEO
Other Semantic Web Resources
Caveat: Some training may be required for some of the tools


 OpenCalais – Can extract information about people, places and things
 AlchemyAPI – named entity extraction, topic recognition, keyword tagging, more ….
 Cogito – Expert System
 Franz Inc. – Gruff
 Many More….




                                                                              Barbara Starr
                                                                    Twitter: @BarbaraStarr
                                                               Email: bstarr@Ontologica.us
For more info contact:                   Linkedin: http://www.linkedin.com/in/barbarastarr

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Smxeastbarbarastarr2012

  • 1. Schema 101 Why Metadata Matters: From a Search Engine Perspective. By: Barbara Starr Twitter: @BarbaraStarr Email: bstarr@Ontologica.us
  • 2. Meta Information ME • Pursued a doctorate in Artificial Intelligence from South My favorite author: Africa in the 80's. Isaac Asimov • Recruited to build intelligent/predictive trading systems on Wall Street • Migrated to government-based contracts, several of which turned into real world products like Favorite book: – SIRI (PAL from DARPA) – WATSON (Acquaint - IBM Watson Labs was a team I Robot member) • From the vantage of a semantic technologist, I keenly watched the evolution of the Semantic Web. • “Shocked into the real world” when working as a consultant @ Overstock • Today - Educator, Consultant, Developer. Favorite character: MULTIVAC By: Barbara Starr Twitter: @BarbaraStarr Email: bstarr@Ontologica.us Linkedin: http://www.linkedin.com/in/barbarastarr
  • 3. Additional Metainformation For the purpose of this talk: MY ROBOT or Artificially Intelligent Entity or Search Engine same-as
  • 4. SEARCH ENGINE POINT OF VIEW How can I exploit metadata or “semantic search”?
  • 5. SEARCH ENGINE POINT OF VIEW I can directly extract Searchmonkey 2008 information to enhance SERP displays tiles RICH SNIPPETS 2009
  • 6. SEARCH ENGINE POINT OF VIEW I can search directly on consumed metadata!
  • 7. SEARCH ENGINE POINT OF VIEW I can provide direct answers to queries by searching on consumed, verified and validated information
  • 8. SEARCH ENGINE POINT OF VIEW I can even aggregate answers or deduce them (like a timeline of events)
  • 9. SEARCH ENGINE POINT OF VIEW ? I can detect Penn Treebank tagset relevancy signals: i.e what content to show to what I can even use it in I can use it to audience conjunction with Assist in interpreting a machine learning user query techniques- to eg. Train other components
  • 10. SEARCH ENGINE POINT OF VIEW Really interesting in terms of exposing long tail content too. It makes I meant the things findable for me beer brewer when pages are published in Arizona with structured markup!
  • 11. SEARCH ENGINE POINT OF VIEW I could really use Multiple conflicting this stuff. And it vocabularies that I will is like the tower have to align internally of babel out and multiple syntax there! formats as well. ? Microdata Microformats RDFa Goodrelations for e-commerce I’m a Search Engine Robot Prior to Schema.org
  • 12. SEARCH ENGINE POINT OF VIEW Time to get Serious!
  • 13. What has been the history? RDFa exploded in 2012 – Source Peter Mika - Yahoo Another five-fold increase between October 2010 and January, 2012 Five-fold increase between March, 2009 and October, 2010 Percentage of URLs with embedded metadata in various formats
  • 14. Current state of metadata on the Web • 31% of webpages, 5% of domains contain some metadata – Analysis of the Bing Crawl (US crawl, January, 2012) – RDFa is most common format • By URL: 25% RDFa, 7% microdata, 9% microformat • By eTLD (PLD): 4% RDFa, 0.3% microdata, 5.4% microformat – Adoption is stronger among large publishers • Especially for RDFa and microdata • See also – P. Mika, T. Potter. Metadata Statistics for a Large Web Corpus, LDOW 2012 – H.Mühleisen, C.Bizer.Web Data Commons - Extracting Structured Data from Two Large Web Corpora, LDOW 2012
  • 15. What’s been the History Linked Open Data exploded from 2007 thru 2010 Oct 2007 Nov 2007
  • 16. What’s been the History Linked Open Data exploded from 2007 thru 2010 Sept 2008 March 2009
  • 17. What’s been the History Linked Open Data exploded from 2007 thru 2010 Sussex St. Sept 2010 Reading Andrews NDL Audio- Lists Resource subjects t4gm MySpace scrobbler Lists Moseley (DBTune) (DBTune) RAMEAU Folk NTU SH lobid GTAA Plymouth Resource Lists Organi- Reading Lists sations Music The Open ECS Magna- Brainz Music DB tune Library LCSH South- (Data Brainz LIBRIS ampton Tropes lobid Ulm Incubator) (zitgist) Man- EPrints Resources chester Surge Reading biz. Music RISKS Radio Lists The Open ECS data. John Brainz Discogs Library PSH Gem. UB South- gov.uk Peel (DBTune) FanHubz (Data In- (Talis) Norm- Mann- ampton (DB cubator) Jamendo datei heim RESEX Tune) Popula- Poké- DEPLOY Last.fm tion (En- pédia Artists Last.FM Linked RDF AKTing) research EUTC (DBTune) (rdfize) LCCN VIAF Book Wiki data.gov Produc- Pisa Eurécom P20 Mashup semantic NHS .uk tions classical web.org (EnAKTing) Pokedex (DB Mortality Tune) PBAC ECS (En- AKTing) BBC MARC (RKB Budapest Program Codes Explorer) Energy education OpenEI BBC List Semantic Lotico Revyu OAI (En- CO2 data.gov mes Music Crunch SW AKTing) (En- .uk Chronic- Linked Dog NSZL Base AKTing) ling Event- MDB RDF Food IRIT America Media Catalog ohloh BBC DBLP ACM IBM Good- BibBase Ord- Wildlife (RKB Openly Recht- win nance Finder Explorer) Local spraak. Family DBLP legislation Survey Tele- New VIVO UF .gov.uk nl graphis York flickr (L3S) New- VIVO castle Times URI wrappr Open Indiana RAE2001 UK Post- Burner Calais DBLP codes statistics (FU VIVO CiteSeer Roma data.gov LOIUS Taxon iServe Berlin) IEEE .uk Cornell Concept Geo World data ESD Fact- OS dcs Names book dotAC stan- reference Project Linked Data NASA (FUB) Freebase dards data.gov Guten- .uk for Intervals (Data GESIS Course- transport DBpedia berg STW ePrints CORDIS Incu- ware data.gov bator) (FUB) Fishes ERA UN/ .uk of Texas Geo LOCODE Uberblic Euro- Species The stat dbpedia TCM SIDER Pub KISTI (FUB) lite Gene STITCH Chem JISC London Geo KEGG DIT LAAS Gazette TWC LOGD Linked Daily OBO Drug Eurostat Data UMBEL lingvoj Med (es) Disea- YAGO Medi some Care ChEBI KEGG NSF Linked KEGG KEGG Linked Drug Cpd GovTrack rdfabout Glycan Sensor Data CT Bank Pathway US SEC Open Reactome (Kno.e.sis) riese Uni Cyc Lexvo Path- way PDB Media Semantic totl.net Pfam HGNC XBRL WordNet KEGG KEGG Geographic (VUA) Linked Taxo- CAS Reaction rdfabout Twarql UniProt Enzyme EUNIS Open nomy US Census Publications Numbers PRO- ProDom SITE Chem2 UniRef Bio2RDF User-generated content Climbing WordNet SGD Homolo Linked (W3C) Affy- Gene GeoData Cornetto metrix Government PubMed Gene UniParc Ontology GeneID Cross-domain Airports Product DB UniSTS MGI Gen Life sciences Bank OMIM InterPro As of September 2010 LOD Cloud
  • 18. Timeline of RDFa and Semantic Web Adoption As of Semtech 2011 Inevitable passage of Semantic Web adoption – culminating in schema.org
  • 19. SEARCH ENGINE POINT OF VIEW A Search Engine alliance has the power to MANDATE Align and consume vocabulary and syntax! many vocabularies that may not be of interest to search engines? Rather mandate vocabulary And Syntax - microdata
  • 21. SEARCH ENGINE POINT OF VIEW On the other hand – Not wise to ignore standards bodies like W3C No mandate on Syntax
  • 22. SEARCH ENGINE POINT OF VIEW Did I tell you I don’t like spam?
  • 23. SEARCH ENGINE POINT OF VIEW Ensure your data feeds match information with the structured markup or Make sure you are “metadata” on not cloaking by your web pages. feeding one set of information to me and another to human users!
  • 24. SEARCH ENGINE POINT OF VIEW Serving RELEVANT ANSWERS are IMPERATIVE! & central to my very being! Your Logo
  • 25. SEARCH ENGINE POINT OF VIEW ELSE I AM
  • 27. SEARCH ENGINE POINT OF VIEW Adding context in search verticals really Google’s “SearchVerticals” helps me serve up relevant information Notice any correlations? (Seriously increases my I would advise you to! recall), as does geospatial information. Consumed information - Structured Data Dashboard
  • 28. SEARCH ENGINE POINT OF VIEW “Amazing fact: same amount of computing to answer one Google Search query as all the computing done -- in flight and on the ground -- for the entire Apollo program! I also have a pretty good understanding of big data and web intelligence so I can leverage them! SIRI OH! and be sure to check out Moores law
  • 29. SEARCH ENGINE POINT OF VIEW I can combine it with computer vision techniques. I can leverage metadata for better image search SIRI I can enhance user’s shopping experience.
  • 30.
  • 31. SEARCH ENGINE POINT OF VIEW Symbolic reasoning vs stochastic reasoning (Latter is more like NLP or Know rather than page rank) Recognize? INTRODUCING THE KNOWLEDGE GRAPH
  • 32. And if you thought SEARCH ENGINE POINT OF VIEW the knowledge graph was cool, Talk of increase in checkout the screen real estate knowledge and CTR?  carousel!
  • 33. SEARCH ENGINE POINT OF VIEW Thank you for your time!  And just a bye-the-bye, this technology is still in it’s nascent stages. Can Resources to help you imagine what I will you! Make sure to be able to do soon? use them wisely! Barbara Starr Email: bstarr@ontologica.us Twitter: @BarbaraStarr
  • 34. Resources at this point in time Caveat: Some training may be required for some of the tools Programming Languages: Publishing Platforms: JavaSCript:Microdatajs Form Based tools: Drupal Live microdata Schema Creator Joomla Php: Microdataphp Microdata generator Wordpress (about 7 of them) Ruby: RDF Microdata Standalone tools Virtuoso RDF Lib plugin Web.instadata Topbraid Composer Editors: PerlRuby: RDF Microdata Gem Topbraid Composer Mida Protege Java: Sindice any23 library Validators, Testers and More Check.rdfa.infoSindice Inspector Rich Snippets Testing Tool Bing Validator Structured data Linter Online Parser?viewer and RSS generator Validator.nuGoogle Structured Data Tester
  • 35. Resources at this point in time Goodrelations: Resources, generators, validators, more, ….
  • 36. Resources From the mouth of
  • 37. Franz new tool Soon to be released for SEO
  • 38. Other Semantic Web Resources Caveat: Some training may be required for some of the tools OpenCalais – Can extract information about people, places and things AlchemyAPI – named entity extraction, topic recognition, keyword tagging, more …. Cogito – Expert System Franz Inc. – Gruff Many More…. Barbara Starr Twitter: @BarbaraStarr Email: bstarr@Ontologica.us For more info contact: Linkedin: http://www.linkedin.com/in/barbarastarr