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THE OWL AND 
Ontology & SEO 
The Hummingbird 
Dawn Anderson
How Can SEO Be Dead? 
•For Obsessive Compulsive Link Building Disorder –it may be BUT.. 
•It was NEVER just about the links 
•It was ALWAYS about ‘ontology’ 
•It’s ALWAYS been about library science, lexicons, relationships 
•We still need to ‘search engine optimize’ sites for this –thinking like a machine (SEO)
Sergey’s Studies 
http://infolab.stanford.edu/~sergey/
Sergey’s Studies 
PICTURE SOURCE: The Anatomy of a Large-Scale HypertextualWeb Search Engine 
(Brin/ Page –Stanford EDU (http://infolab.stanford.edu/~backrub/google.html) 
Lexicon –14 million words in 1998 –if straightforward winner?? 
Added last in photo- finish 
If further info is needed (no clear winner??) 
Red and green parts NOT Sergey’s work
“Incomputer scienceandinformation science, anontologyformally representsknowledgeas a hierarchy of concepts within adomain, using a shared vocabulary to denote the types, properties and interrelationships of those concepts. 
Ontologies are the structural frameworks for organizing information and are used inartificial intelligence, theSemantic Web,systems engineering,software engineering,biomedicalinformatics,library science,enterprise bookmarking, andinformation architectureas a form ofknowledge representationabout the world or some part of it. The creation of domain ontologies is also fundamental 
to the definition and use of anenterprise architecture framework. ” 
Ontology Definition (Information 
Science):
Meanwhile….. In Semantic Web 
•People have been busy 
•The W3C Working Group 
•Why is it taking so long -decades? (it’s complicated –using RDF, OWL, XML, SKOS) 
•The AAA Principle 
•Always about relationships between 
things (entities) 
•Machines / humans both understanding the web 
•Formal Ontologies are key to this 
•Web of Data was always vision 
•The ‘Network Effect’ has not yet happened
What Is OWL? 
•Web Ontology Language 
•Why Not W.O.L. –Why OWL? 
•“A Semantic Web language designed to represent rich and complex knowledge about things, groups of things, and relations between things.” (source: W3C.org) 
•TheW3Cchartered the OWL Working Group as part of theSemantic WebActivity in September 2007
Meanwhile….. In SEO 
•Google Penguin & Panda cause chaos 
•Hummingbird slips quietly in 
•Link removal becomes the new link building 
•‘Toxic’ links are removed or 
disavowed 
•What to do next??? 
•A lot of titles get changed on Linkedin 
•Some even leave SEO 
•SEO budgets get pulled / reduced ???
What About The Hummingbird? 
•A complete rewrite 
•Beginning to connect relationships between things (Semantics) –step towards semantic web (lexical 
onomies–e.g. synonyms) 
•Is it a coincidence Penguin and Hummingbird arrived within a short period of each other? 
•It didn’t just appear –a lot of work has been going on teaching machines via lexical-semantic ontology learning / natural language processing 
–Did Google’s Lexicon get better? Did links matter 
less because the Lexicon word catalogue got ‘grammar’?? (natural language)
Meanwhile….. In Content Marketing 
•Copywriters go crazy with WordpressWSYWIG editors 
….. Everywhere 
•Fabulous content gets released…. 
…… Everywhere 
•With great PR headlines / titles …. 
…….. Everywhere 
•Written for humans …. Not machines (with little or NO SEO) 
•We begin to drown in a sea of content 
•And everybody’s traffic ends up in their blog ;) 
•Demand for CRO goes through the roof ;)
Meanwhile….. Everywhere 
We end up with ‘fuzzy ontologies’ 
????????????????????????? “A fuzzy ontology is one of vagueness, …. A domain or knowledge representation which is unclear and imprecise in nature as to what it relates to 
This exists and ontologists/ information scientists work on ways to measure ‘fuzziness’ with measurements of logic 
e.g. 0.6 chance it might mean this 
DON’T BE FUZZY
Don’t Be Fuzzy –There Is Another Way 
You can write for humans and machines too 
Remember Google’s origins in data mining to organise books 
(library science) 
MAKE LIKE A LIBRARY
Is Your Library Organised? 
Does It Look Like This?
Is Your Library Organised? 
Or Does It Look Like This?
Vocabularies 
Very loose and informal
Taxonomies 
Animal 
Mammal 
Canine 
Feline 
Human 
Reptile 
“All About Categories and Subcategories – broad to narrow” 
Much more powerful –clear order for crawlers (and people too)
Relationship Ontologies (Knowledge Domain) 
Shakespeare 
Anne Hathaway 
King Lear 
Macbeth 
UK 
England 
Scotland 
Stratford 
Married 
Is In 
Lived In 
Set In 
Wrote 
Part Of 
Part Of 
“All About Relationships” 
structure AND cross relationships
Avoid Fuzz -When Writing For Web 
•Write for people AND machines 
•Googlebotcan’t read infographics –put words with them 
•Don’t dilute your domain ‘theme’ or internal anchor cloud - Don’t link too many ‘irrelevant’ posts to ‘irrelevant’ posts 
•Talk about what you do –Obvious (you’d be surprised) 
•‘Related content’ CAN be your commercial pages 
•Check content keywords in GWT (surprised?) 
•Avoid generics –use a category name in blog post structures (NOT CATEGORY) 
•When engaging -Build a subject domain ‘Lexicon’ and weave it in -Use lexical ‘onomies-synonyms / hyponyms, meronyms, verbs, holonyms, antonyms, associated keywords (Look in GWT content keywords, thesauri, SERPs) -Remember Hummingbird treats synonyms the same so avoid stuffing
Avoid Fuzz -When Writing For Web 
•Always get primary terms in somewhere 
•Use relevant lexicon words in H1’s, H2’s, H3’s, image alt tags, image file names 
•Get primary keywords and sectional keywords in URLs and titles 
•Avoid PR headline type titles in your meta title and H1 (riddled with stop words) 
•Less is More –It’s all in the hints, clues, site structure (not stuffing or spinning) Connect ‘relationships’ where possible -Use contextual internal linking as long as it’s RELEVANT 
•Don’t use nonsense / generic / irrelevant post tags (you’d be surprised) 
•Build taxonomical cluster menus where possible (very powerful) 
•Build sectional themes in categories (keep it very narrow)
When Developing For Web 
•Infinite loops (even in small Wordpresssites) (each churn leaks relevance) 
•Thin ‘panda vulnerable’ irrelevant content 
•Incorrectly implemented canonicalization (pages NOT the same) 
•301 redirects to irrelevant pages 
•Dilution through poor use of URL ‘parameters and faceted navigations 
•Bulk ‘relevance’ together in sections –connect horizontally and vertically - Use ‘flattish’ silos for strong site sections combined with cross module internal contextual linking 
•Build primary keyword presence through boilerplates 
•Keep things moving –‘action’ in commercial pages (something that changes that is HIGHLY relevant to the sectional theme) 
•Products?? What products? Avoid Generics 
•All roads eventually lead to commercial targets –most internally linked to 
•Use breadcrumbs & mega menus but avoid ‘jumble sales’ –look at conditional / highly related sectional menus (e.g. Widget Logic in Wordpress) 
•Name and categorise XML sitemaps, add categories as sites in GWT
Bring It On….. 
It’s easy to drop the ‘relevance’ ball at the first base through SEO neglect in pursuit of links / content marketing 
Exhaust all possibilities via lexical relevance and internal links first then move up 
A page beats a page, not a site beats a site 
A more ‘relevant’ page will still beat you –even without external links 
Because…. Where is the ontology??
Dumb Machines 
•Disambiguation -A tomato is a fruit 
•So a tomato goes in a fruit salad?? 
Duh 
•Machines are still a bit stupid
Less Dumb Machines
Irony -Still Quite Dumb Though
Happy Ending 
Not So Happy Ending 
Don’t Neglect SEO 
Take it for what it was always meant to be – relationships, domain ontology, library science 
-Winning on relevance first then getting the final 
votes in a photo finish 
-Googlebotis still your primary persona 
(unless you don’t want organic traffic ;)) 
-Everything affects everything in your site’s 
‘world’ representation (every word, every internal 
link, every developer file upload)
REMEMBER THIS 
“You can have the best dress in the world…. 
But if you’re in a dark room with the lights turned off, 
no-one will see it…” 
SEO still counts 
“If you build it RIGHT… they will come”
Me 
@dawieando
Talk In Triples (RDF) 
SUBJECT 
PREDICATE 
OBJECT 
Shakespeare 
Wrote 
Hamlet 
England 
IsPart Of 
UK 
Brad Pitt 
Is Married To 
Angelina Jolie
Use Semantic Relationships (Lexical Onomies) 
In words and taxonomies (linked and unlinked) 
FUNCTIONALITY 
RELATIONSHIP 
CONCEPT 
EXAMPLES 
Describing relationships 
Synonomy 
Similarities 
“buy” and “purchase”, “big” and “large” 
Describing relationships 
Antonomy 
Differences (opposites) 
“wet” and “dry” 
Describing relationships 
Hyponomy 
Specialization 
“Red is a colour” 
Describing relationships 
Meronymy 
Part / Whole 
“Finger is a meronymof hand” 
Describing relationships 
Holonymy 
Whole / Part 
“Hand is a holonymof finger”
Avoid Fuzz -When Writing For Web 
•Write for people AND machines 
•Googlebotcan’t read infographics –put words with them 
•Don’t dilute your domain ‘theme’ or internal anchor cloud -Don’t link too many ‘irrelevant’ posts to ‘irrelevant’ posts 
•Talk about what you do –Obvious (you’d be surprised) 
•‘Related content’ CAN be your commercial pages 
•Check content keywords in GWT (surprised?) 
•Avoid generics –use a category name in blog post structures (NOT CATEGORY) 
•When engaging -Build a subject domain ‘Lexicon’ and weave it in -Use lexical ‘onomies- synonyms / hyponyms, meronyms, verbs, holonyms, antonyms, associated keywords (Look in GWT content keywords, thesauri, SERPs) -Remember Hummingbird treats synonyms the same so avoid stuffing 
•Always get primary terms in somewhere 
•Use relevant lexicon words in H1’s, H2’s, H3’s, image alt tags, image file names 
•Get primary keywords and sectional keywords in URLs and titles 
•Avoid PR headline type titles in your meta title and H1 (riddled with stop words) 
•Less is More –It’s all in the hints, clues, site structure (not stuffing or spinning) Connect ‘relationships’ where possible -Use contextual internal linking as long as it’s RELEVANT 
•Don’t use nonsense / generic / irrelevant post tags (you’d be surprised) 
•Build taxonomical cluster menus where possible (very powerful) 
•Build sectional themes in categories (keep it very narrow)
Avoid Fuzz –When Developing For Web 
•Infinite loops (even in small Wordpresssites) (each churn leaks relevance) 
•Thin ‘panda vulnerable’ irrelevant content 
•Incorrectly implemented canonicalization (pages NOT the same) 
•301 redirects to irrelevant pages 
•Dilution through poor use of URL ‘parameters and faceted navigations 
•Bulk ‘relevance’ together in sections –connect horizontally and vertically - Use ‘flattish’ silos for strong site sections combined with cross module internal contextual linking 
•Build primary keyword presence through boilerplates 
•Keep things moving –‘action’ in commercial pages (something that changes that is HIGHLY relevant to the sectional theme) 
•Products?? What products? Avoid Generics 
•All roads eventually lead to commercial targets –most internally linked to 
•Use breadcrumbs & mega menus but avoid ‘jumble sales’ –look at conditional / highly related sectional menus (e.g. Widget Logic in Wordpress) 
•Name and categorise XML sitemaps, add categories as sites in GWT
Further Reading 
1.Semantic Web For The Working Ontologist–Dean Allemang/ Jim Hendler 
2.Studies On The Semantic Web –Perspectives On Ontology Learning –JennsLehmann / JohnannaVolker 
3.OWL: Representing Information Using The Web Ontology Language –Lee W Lacy 
4.Semantic Web Programming –Hebeler, Fisher, Blace, Perez-Lopez 
5.Programming The Semantic Web –Segaran, Evans & Taylor
Further Reading 
1.http://wortschatz.uni- leipzig.de/~cbiemann/pub/2005/OntoML05proceedings. pdf 
2.http://infolab.stanford.edu/~backrub/google.html 
3.http://searchengineland.com/killer-seo-string-entity- optimization-171094 
4.http://www.seobythesea.com/category/fact-extraction/ 
5.http://ilpubs.stanford.edu:8090/421/1/1999-65.pdf 
6.Fuzzy Ontologies - http://link.springer.com/chapter/10.1007%2F978-3-540- 77581-2_10#page-1

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Owl and The Hummingbird - Ontology and SEO

  • 1. THE OWL AND Ontology & SEO The Hummingbird Dawn Anderson
  • 2. How Can SEO Be Dead? •For Obsessive Compulsive Link Building Disorder –it may be BUT.. •It was NEVER just about the links •It was ALWAYS about ‘ontology’ •It’s ALWAYS been about library science, lexicons, relationships •We still need to ‘search engine optimize’ sites for this –thinking like a machine (SEO)
  • 4. Sergey’s Studies PICTURE SOURCE: The Anatomy of a Large-Scale HypertextualWeb Search Engine (Brin/ Page –Stanford EDU (http://infolab.stanford.edu/~backrub/google.html) Lexicon –14 million words in 1998 –if straightforward winner?? Added last in photo- finish If further info is needed (no clear winner??) Red and green parts NOT Sergey’s work
  • 5. “Incomputer scienceandinformation science, anontologyformally representsknowledgeas a hierarchy of concepts within adomain, using a shared vocabulary to denote the types, properties and interrelationships of those concepts. Ontologies are the structural frameworks for organizing information and are used inartificial intelligence, theSemantic Web,systems engineering,software engineering,biomedicalinformatics,library science,enterprise bookmarking, andinformation architectureas a form ofknowledge representationabout the world or some part of it. The creation of domain ontologies is also fundamental to the definition and use of anenterprise architecture framework. ” Ontology Definition (Information Science):
  • 6. Meanwhile….. In Semantic Web •People have been busy •The W3C Working Group •Why is it taking so long -decades? (it’s complicated –using RDF, OWL, XML, SKOS) •The AAA Principle •Always about relationships between things (entities) •Machines / humans both understanding the web •Formal Ontologies are key to this •Web of Data was always vision •The ‘Network Effect’ has not yet happened
  • 7. What Is OWL? •Web Ontology Language •Why Not W.O.L. –Why OWL? •“A Semantic Web language designed to represent rich and complex knowledge about things, groups of things, and relations between things.” (source: W3C.org) •TheW3Cchartered the OWL Working Group as part of theSemantic WebActivity in September 2007
  • 8. Meanwhile….. In SEO •Google Penguin & Panda cause chaos •Hummingbird slips quietly in •Link removal becomes the new link building •‘Toxic’ links are removed or disavowed •What to do next??? •A lot of titles get changed on Linkedin •Some even leave SEO •SEO budgets get pulled / reduced ???
  • 9. What About The Hummingbird? •A complete rewrite •Beginning to connect relationships between things (Semantics) –step towards semantic web (lexical onomies–e.g. synonyms) •Is it a coincidence Penguin and Hummingbird arrived within a short period of each other? •It didn’t just appear –a lot of work has been going on teaching machines via lexical-semantic ontology learning / natural language processing –Did Google’s Lexicon get better? Did links matter less because the Lexicon word catalogue got ‘grammar’?? (natural language)
  • 10. Meanwhile….. In Content Marketing •Copywriters go crazy with WordpressWSYWIG editors ….. Everywhere •Fabulous content gets released…. …… Everywhere •With great PR headlines / titles …. …….. Everywhere •Written for humans …. Not machines (with little or NO SEO) •We begin to drown in a sea of content •And everybody’s traffic ends up in their blog ;) •Demand for CRO goes through the roof ;)
  • 11. Meanwhile….. Everywhere We end up with ‘fuzzy ontologies’ ????????????????????????? “A fuzzy ontology is one of vagueness, …. A domain or knowledge representation which is unclear and imprecise in nature as to what it relates to This exists and ontologists/ information scientists work on ways to measure ‘fuzziness’ with measurements of logic e.g. 0.6 chance it might mean this DON’T BE FUZZY
  • 12. Don’t Be Fuzzy –There Is Another Way You can write for humans and machines too Remember Google’s origins in data mining to organise books (library science) MAKE LIKE A LIBRARY
  • 13. Is Your Library Organised? Does It Look Like This?
  • 14. Is Your Library Organised? Or Does It Look Like This?
  • 15. Vocabularies Very loose and informal
  • 16. Taxonomies Animal Mammal Canine Feline Human Reptile “All About Categories and Subcategories – broad to narrow” Much more powerful –clear order for crawlers (and people too)
  • 17. Relationship Ontologies (Knowledge Domain) Shakespeare Anne Hathaway King Lear Macbeth UK England Scotland Stratford Married Is In Lived In Set In Wrote Part Of Part Of “All About Relationships” structure AND cross relationships
  • 18. Avoid Fuzz -When Writing For Web •Write for people AND machines •Googlebotcan’t read infographics –put words with them •Don’t dilute your domain ‘theme’ or internal anchor cloud - Don’t link too many ‘irrelevant’ posts to ‘irrelevant’ posts •Talk about what you do –Obvious (you’d be surprised) •‘Related content’ CAN be your commercial pages •Check content keywords in GWT (surprised?) •Avoid generics –use a category name in blog post structures (NOT CATEGORY) •When engaging -Build a subject domain ‘Lexicon’ and weave it in -Use lexical ‘onomies-synonyms / hyponyms, meronyms, verbs, holonyms, antonyms, associated keywords (Look in GWT content keywords, thesauri, SERPs) -Remember Hummingbird treats synonyms the same so avoid stuffing
  • 19. Avoid Fuzz -When Writing For Web •Always get primary terms in somewhere •Use relevant lexicon words in H1’s, H2’s, H3’s, image alt tags, image file names •Get primary keywords and sectional keywords in URLs and titles •Avoid PR headline type titles in your meta title and H1 (riddled with stop words) •Less is More –It’s all in the hints, clues, site structure (not stuffing or spinning) Connect ‘relationships’ where possible -Use contextual internal linking as long as it’s RELEVANT •Don’t use nonsense / generic / irrelevant post tags (you’d be surprised) •Build taxonomical cluster menus where possible (very powerful) •Build sectional themes in categories (keep it very narrow)
  • 20. When Developing For Web •Infinite loops (even in small Wordpresssites) (each churn leaks relevance) •Thin ‘panda vulnerable’ irrelevant content •Incorrectly implemented canonicalization (pages NOT the same) •301 redirects to irrelevant pages •Dilution through poor use of URL ‘parameters and faceted navigations •Bulk ‘relevance’ together in sections –connect horizontally and vertically - Use ‘flattish’ silos for strong site sections combined with cross module internal contextual linking •Build primary keyword presence through boilerplates •Keep things moving –‘action’ in commercial pages (something that changes that is HIGHLY relevant to the sectional theme) •Products?? What products? Avoid Generics •All roads eventually lead to commercial targets –most internally linked to •Use breadcrumbs & mega menus but avoid ‘jumble sales’ –look at conditional / highly related sectional menus (e.g. Widget Logic in Wordpress) •Name and categorise XML sitemaps, add categories as sites in GWT
  • 21. Bring It On….. It’s easy to drop the ‘relevance’ ball at the first base through SEO neglect in pursuit of links / content marketing Exhaust all possibilities via lexical relevance and internal links first then move up A page beats a page, not a site beats a site A more ‘relevant’ page will still beat you –even without external links Because…. Where is the ontology??
  • 22. Dumb Machines •Disambiguation -A tomato is a fruit •So a tomato goes in a fruit salad?? Duh •Machines are still a bit stupid
  • 24. Irony -Still Quite Dumb Though
  • 26. Not So Happy Ending 
  • 27. Don’t Neglect SEO Take it for what it was always meant to be – relationships, domain ontology, library science -Winning on relevance first then getting the final votes in a photo finish -Googlebotis still your primary persona (unless you don’t want organic traffic ;)) -Everything affects everything in your site’s ‘world’ representation (every word, every internal link, every developer file upload)
  • 28. REMEMBER THIS “You can have the best dress in the world…. But if you’re in a dark room with the lights turned off, no-one will see it…” SEO still counts “If you build it RIGHT… they will come”
  • 30. Talk In Triples (RDF) SUBJECT PREDICATE OBJECT Shakespeare Wrote Hamlet England IsPart Of UK Brad Pitt Is Married To Angelina Jolie
  • 31. Use Semantic Relationships (Lexical Onomies) In words and taxonomies (linked and unlinked) FUNCTIONALITY RELATIONSHIP CONCEPT EXAMPLES Describing relationships Synonomy Similarities “buy” and “purchase”, “big” and “large” Describing relationships Antonomy Differences (opposites) “wet” and “dry” Describing relationships Hyponomy Specialization “Red is a colour” Describing relationships Meronymy Part / Whole “Finger is a meronymof hand” Describing relationships Holonymy Whole / Part “Hand is a holonymof finger”
  • 32. Avoid Fuzz -When Writing For Web •Write for people AND machines •Googlebotcan’t read infographics –put words with them •Don’t dilute your domain ‘theme’ or internal anchor cloud -Don’t link too many ‘irrelevant’ posts to ‘irrelevant’ posts •Talk about what you do –Obvious (you’d be surprised) •‘Related content’ CAN be your commercial pages •Check content keywords in GWT (surprised?) •Avoid generics –use a category name in blog post structures (NOT CATEGORY) •When engaging -Build a subject domain ‘Lexicon’ and weave it in -Use lexical ‘onomies- synonyms / hyponyms, meronyms, verbs, holonyms, antonyms, associated keywords (Look in GWT content keywords, thesauri, SERPs) -Remember Hummingbird treats synonyms the same so avoid stuffing •Always get primary terms in somewhere •Use relevant lexicon words in H1’s, H2’s, H3’s, image alt tags, image file names •Get primary keywords and sectional keywords in URLs and titles •Avoid PR headline type titles in your meta title and H1 (riddled with stop words) •Less is More –It’s all in the hints, clues, site structure (not stuffing or spinning) Connect ‘relationships’ where possible -Use contextual internal linking as long as it’s RELEVANT •Don’t use nonsense / generic / irrelevant post tags (you’d be surprised) •Build taxonomical cluster menus where possible (very powerful) •Build sectional themes in categories (keep it very narrow)
  • 33. Avoid Fuzz –When Developing For Web •Infinite loops (even in small Wordpresssites) (each churn leaks relevance) •Thin ‘panda vulnerable’ irrelevant content •Incorrectly implemented canonicalization (pages NOT the same) •301 redirects to irrelevant pages •Dilution through poor use of URL ‘parameters and faceted navigations •Bulk ‘relevance’ together in sections –connect horizontally and vertically - Use ‘flattish’ silos for strong site sections combined with cross module internal contextual linking •Build primary keyword presence through boilerplates •Keep things moving –‘action’ in commercial pages (something that changes that is HIGHLY relevant to the sectional theme) •Products?? What products? Avoid Generics •All roads eventually lead to commercial targets –most internally linked to •Use breadcrumbs & mega menus but avoid ‘jumble sales’ –look at conditional / highly related sectional menus (e.g. Widget Logic in Wordpress) •Name and categorise XML sitemaps, add categories as sites in GWT
  • 34. Further Reading 1.Semantic Web For The Working Ontologist–Dean Allemang/ Jim Hendler 2.Studies On The Semantic Web –Perspectives On Ontology Learning –JennsLehmann / JohnannaVolker 3.OWL: Representing Information Using The Web Ontology Language –Lee W Lacy 4.Semantic Web Programming –Hebeler, Fisher, Blace, Perez-Lopez 5.Programming The Semantic Web –Segaran, Evans & Taylor
  • 35. Further Reading 1.http://wortschatz.uni- leipzig.de/~cbiemann/pub/2005/OntoML05proceedings. pdf 2.http://infolab.stanford.edu/~backrub/google.html 3.http://searchengineland.com/killer-seo-string-entity- optimization-171094 4.http://www.seobythesea.com/category/fact-extraction/ 5.http://ilpubs.stanford.edu:8090/421/1/1999-65.pdf 6.Fuzzy Ontologies - http://link.springer.com/chapter/10.1007%2F978-3-540- 77581-2_10#page-1