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THE SEMANTIC WEB
AN INTRODUCTION
LUIGI DE RUSSIS
THE WEB IS A WEB OF DOCUMENT
FOR PEOPLE,NOT FOR MACHINES
THE WEB IS A WEB OF DOCUMENT
THE SEMANTIC WEB IS A WEB OF DATA
LinkingOpen Data cloud diagram,
by Richard Cyganiak and Anja Jentzsch.
http://lod-cloud.net/
LET’S THINK!
HOW TO GET DATA
FROM THE WEB?
HOW TO GET DATA FROM THE WEB?
DATA IS PRESENT ON SOME WEBSITES
Wikipedia,GitHub,Twitter,Facebook,…
HOW TO GET IT?
different,evolvingandproprietaryWebAPIs
variousdataexchangeformats
EXAMPLE
GITHUB
WebAPIs(thirdversion)
https://developer.github.com/v3
DataavailableinJSON
Authenticationisrequired formostcalls
EXAMPLE
TWITTER
https://dev.twitter.com/docs/
Authenticationisrequired formostcalls
Limitationsaboutnumberofrequests
DataavailableinJSON
RESTfulWebAPIs(version1.1)
StreamingAPIs(version1.1)
EXAMPLE
WIKIPEDIA
MediaWikiWebAPIs(version1.1)
http://www.mediawiki.org/wiki/API:Main_page
DataavailableinJSON,PHP,WDDX,XML,YAML,TXT,…
RSS
DirectXMLexports
HOW TO GET DATA FROM THE WEB?
DATA IS LOCKED IN “DATA ISLANDS”
Wikipedia,GitHub,Twitter,Facebook,…
LIMITED OR NO ACCESS TO THIS DATA
different,evolvingandproprietaryWebAPIs
variousdataexchangeformats
DATA ON THE WEB IS NOT ENOUGH!
weneedaproperinfrastructure
DATA SHOULD BE AVAILABLE ON THE WEB
accessibleandstructuredviastandardWebtechnologies
notcontrolledbyapplications,only
DATA SHOULD BE INTERLINKED OVER THE WEB
i.e.,datacanbeintegratedovertheWeb
THIS IS WHERE SEMANTIC WEB COME IN
DEFINITIONS
To a computer,theWeb is a flat,boring world, devoid of
meaning. This is a pity, as in factdocumentson theWeb
describereal objects and imaginary concepts.[…]
Adding semanticstothe Web involvestwothings: allowing
documents which have informationin machine-readable
forms, and allowing links tobe createdwith relationship
values. Only when we have this extra level of semanticswe
will be able touse computerpower tohelp us exploit the
information toa greaterextent than our own reading.
TIM BERNERS-LEE,1994
THE INTERNET,1994C.A.
NEW!
NEW!
NoGoogle,Wikipedia,Amazon,
…yet!
I have a dream for the Web [in which computers]become
capableof analyzing all thedata on the Web – thecontent,
links, and transactionbetweenpeople and computers.
A “SemanticWeb”, which should make thispossible, has yet
to emerge, but when it does, the day-to-day mechanismsof
trade, bureaucracy and our daily lives will be handled by
machinestalking to machines.The“intelligentagents”people
have toutedfor ages will finally materialize.
TIM BERNERS-LEE,1999
Weaving the Web–The OriginalDesign and Ultimate Destiny of the WorldWideWebby Its Inventor.
Tim Berners-Lee,HarperSan Francisco,September1999
THE SEMANTIC WEB IS A WEB OF DATA
THE SEMANTIC WEB IS THE WEB
samebasetechnologies,evolutionary,decentralized
IT IS ABOUT COMMON FORMATS
forintegrationandcombinationofdatadrawnfromdiversesources
IT IS ABOUT A LANGUAGE
forrecordinghowthedatarelatestorealworldobjects
WHAT IS THE RELATIONSHIP WITH AI?
INFLUENCE
SometechnologiesintheSemanticWebbenefitedalotfromAIresearch
anddevelopment(andviceversa)
DIFFERENT GOALS
ArtificialIntelligenceapproach:buildsmartermachines,teach
computerstoinferthemeaningofdata
SemanticWebapproach:havesmarterdata,makedataeasierfor
machinestofind,accessandprocess
FUNDAMENTALS
RESOURCE AND DESCRIPTION
RESOURCE
everydocument“reachable”ontheWeb
nomatterthecontent,format,language,etc.
RESOURCE DESCRIPTION
independentfromtheformat
standardlanguage(basedonmetadata)
RESOURCE AND DESCRIPTION
Resources
RESOURCE AND DESCRIPTION
Description
RESOURCE AND DESCRIPTION
DescriptionTitle
Author
Date
Topic
Quality
Title Author
Date Topic
URIS
unambiguousnamesforresources
RDF
acommondatamodeltoconnectanddescriberesources
SPARQL
accesstothedatamodel
RDFS,OWL
commondescriptionlanguages
OWL,RIF
reasoning(mainlylogicinference)
MODELING DATA
EXAMPLE:BOOKSTORE
RepresentthefollowingdataabouttheAIbookasasetof relations
Title:“ArtificialIntelligence:AModern
Approach”
Author:Russel,StuartandNorvig,Peter
Publisher: PrenticeHall
ISBN:978-0136042594
EXAMPLE:BOOKSTORE
http://...isbn/9780136042594
Resource
EXAMPLE:BOOKSTORE
http://...isbn/9780136042594 Artificial Intelligence: A Modern
Approach
Literal
EXAMPLE:BOOKSTORE
http://...isbn/9780136042594 Artificial Intelligence: A Modern
Approach
title
EXAMPLE:BOOKSTORE
http://...isbn/9780136042594 Artificial Intelligence: A Modern
Approach
Prentice Hall
Russel, Stuart
Norvig, Peter
title
publisher
author
author
RDF:RESOURCE DESCRIPTION FRAMEWORK
STRUCTURED IN STATEMENTS
SUBJECT
aresource(URI)
PREDICATE
averb,propertyorrelationship
OBJECT
aresourceoraliteralstring
EXAMPLE:BOOKSTORE
http://...isbn/9780136042594 Artificial Intelligence: A Modern
Approach
Prentice Hall
Russel, Stuart
Norvig, Peter
title
publisher
author
author
Subject Object
Object
Object
Object
Predicate
Predicate
Predicate
EXAMPLE:BOOKSTORE
http://...isbn/9780136042594 Artificial Intelligence: A Modern
Approach
title
RDFIN XMLSYNTAX
<rdf:RDFxmlns:rdf=http://www.w3.org/…/22-rdf-syntax-ns#>
<rdf:Descriptionabout=“http://...isbn/9780136042594”>
<title>ArtificialIntelligence:AModernApproach</title>
</rdf:Description>
</RDF>
EXAMPLE:BOOKSTORE
http://...isbn/9780136042594 Artificial Intelligence: A Modern
Approach
title
RDFIN TURTLE
<http://...isbn/9780136042594>
title“ArtificialIntelligence:AModernApproach”
LINKIN’DATA
EXAMPLE:BOOKSTORE
RepresentthefollowingdataabouttheItaliantranslationoftheAIbook
asasetofrelations
Title:“Intelligenzaartificiale.Unapproccio
moderno”
Author:Russel,StuartandNorvig,Peter
Publisher: PrenticeHall
ISBN:978-8871925936
OriginalISBN:978-0136042594
EXAMPLE:BOOKSTORE
http://...isbn/9788871925936
Intelligenza Artificiale. Un
approccio moderno
Prentice Hall
Russel, Stuart
Norvig, Peter
title
publisher
creator creator
http://...isbn/9780136042594
original
EXAMPLE:BOOKSTORE
http://...isbn/9788871925936
Intelligenza Artificiale. Un
approccio moderno
Prentice Hall
title
publisher
http://...isbn/9780136042594
original
http://...isbn/9780136042594 Artificial Intelligence: A Modern
Approach
Prentice Hall
title
publisher
EXAMPLE:BOOKSTORE
http://...isbn/9788871925936
Intelligenza Artificiale. Un
approccio moderno
Prentice Hall
title
publisher
http://...isbn/9780136042594
original
http://...isbn/9780136042594 Artificial Intelligence: A Modern
Approach
Prentice Hall
title
creator
sameURI,sameresource
EXAMPLE:BOOKSTORE
http://...isbn/9780136042594 Artificial Intelligence: A Modern
Approach
Prentice Hall
Russel, Stuart
Norvig, Peter
title
publisher
author
author
http://...isbn/9788871925936
Intelligenza Artificiale. Un
approccio moderno
Prentice Hall
title
publisher
original
Russel, Stuart
Norvig, Peter
creator
creator
EXAMPLE:BOOKSTORE
http://...isbn/9780136042594 Artificial Intelligence: A Modern
Approach
Prentice Hall
Russel, Stuart
Norvig, Peter
title
publisher
author
author
http://...isbn/9788871925936
Intelligenza Artificiale. Un
approccio moderno
Prentice Hall
title
publisher
original
Russel, Stuart
Norvig, Peter
creator
creator
Whataboutmergingcreatorandauthor?
InRDF,itisnotpossible!
PROBLEM:FIELD NAMES ARE ARBITRARY
Synonyms:authororcreatorormakerorcontributoror…
Singularorplural:authororauthors
SOLUTION:STANDARDS
generalordomain-specific
DUBLIN CORE
GENERAL VOCABULARY
DublinCoreMetadataInitiative(DCMI)
http://dublincore.org
BUILDING BLOCKS TO DEFINE METADATA FOR THE
SEMANTIC WEB
Definetitle,contributor,publisher,license,date,language,etc.
PROBLEM:FIELD VALUES ARE ARBITRARY
Valuetype:string,date,integer,…
Valueformat:“Norvig,Peter”or“Norvig,P.”or“PeterNorvig”or…
Valuerestrictions:onevalueormultiplevalues(howmany?)
SOLUTIONS
Standards
Controlledvocabulary(closelistofterms)
Semanticallyrichdescriptionstosupportsearch(RDFSand/orOWL)
FRIEND OF AFRIEND (FOAF)
GENERAL ONTOLOGY
Describepersons,theiractivitiesandtheirrelationstootherpeopleand
objects
http://www.foaf-project.org
BUILDING BLOCKS TO DEFINE STRUCTURED
RELATIONS BETWEEN PEOPLE
Definename,familyName,givenName,knows,age,nick,etc.
EXAMPLE:BOOKSTORE
http://...isbn/9780136042594 Artificial Intelligence: A Modern
Approach
Prentice Hall
Russel, Stuart
Norvig, Peter
dc:title
dc:publisher
dc:creator
dc:creator
foaf:http://xmlns.com/foaf/spec
dc:http://purl.org/dc/terms
foaf:name
foaf:name
foaf:name
http://...isbn/9780136042594
Norvig, Peter
dc:creator
foaf:name
http://...isbn/9780136042594
Norvig, Peter
author
WHY?
RDFSCHEMA
RDFSCHEMA
SCHEMA
DefinitionofthenodesandpredicatesusedinaRDFdocument
DOMAIN AND RANGE
RDFSdescribespropertiesintermsofclassesofresource
towhichtheyapply(froma“domain”toa“range”)
EXAMPLE
RDFdata
http://elite.polito.it/people/derussis
teaches
http://bit.ly/lingambmult
http://elite.polito.it/people/derussis
teaches
EXAMPLE
RDFdata
RDFschema
http://bit.ly/lingambmult
Teacher
Person
teaches Course
domain range
subClassOf
type
type
http://...isbn/9780136042594
Norvig, Peter
dc:creator
foaf:name
http://...isbn/9780136042594
Norvig, Peter
author
BACK TO THE BOOKSTORE EXAMPLE…
http://...isbn/9780136042594
Norvig, Peter
dc:creator
foaf:name
http://...isbn/9780136042594
Norvig, Peter
author
BACK TO THE BOOKSTORE EXAMPLE…
dc:creatorhasrangeAgent,i.e.,aclass(resource),notaliteral:
weuseananonymousclassforthisscope.
Finally,foaf:Namehasrangerdfs:Literal.
anonymous
class
RDFSEXPRESSIVITY
SIMPLE RELATIONSHIP BETWEEN THINGS
RDFSprovidesavocabularytoexpressrelationshipbetweenthings
(e.g.,subClassOfortype)
AVOID COMPLEX RELATIONSHIP
RDFScannotdescribedataintermsofsetofoperations(e.g., unionOf),
equivalence(e.g.,sameAs)orcardinality(e.g.,allValueFrom)
OWL
WEB ONTOLOGY LANGUAGE
WHAT?
OWL(version2):aknowledgerepresentationlanguage
Designedtoformulate,exchangeandreasonwithknowledgeabouta
domainofinterest
WEB ONTOLOGY LANGUAGE
INDIVIDUALS,CLASSES AND PROPERTIES
“PolitecnicodiTorinoisauniversity”
“PolitecnicodiTorinohasaprofessornamedElioPiccolo”
“PolitecnicodiTorino”isanobject:anindividualinOWL2
“university”isacategory:aclassinOWL2
“hasaprofessor”isarelation:apropertyinOWL2
“ElioPiccolo”isanindividual,too
WEB ONTOLOGY LANGUAGE
EXPRESSIVITY
Designedtorepresentrichandcomplexknowledgeaboutthings,group
ofthings,andtheirrelations
LOGIC-BASED
KnowledgeexpressedinOWLcanbereasonedwithacomputerprogram
toverifyitsconsistencyortomakeimplicitknowledgeexplicit
WEB ONTOLOGY LANGUAGE
LINKED
OntologiesinOWLcanbepublishedontheWebandmay refertoorbe
referredfromotherOWLontologies
CHOOSE THE SYNTAX YOU LIKE
VarioussyntaxesavailableforOWL,fordifferentpurposes
(RDF/XML,Turtle,Manchester,etc.)
EXAMPLE:BOOKSTORE
Intelligenza Artificiale. Un
approccio moderno
Prentice Hall
dc:title
dc:publisher
Artificial Intelligence: A Modern
Approach
Prentice Hall
dc:title
dc:publisher
Libro
Book
rdfs:type
rdf:type
http://...isbn/9788871925936
http://...isbn/9780136042594
EXAMPLE:BOOKSTORE
Intelligenza Artificiale. Un
approccio moderno
Prentice Hall
dc:title
dc:publisher
Artificial Intelligence: A Modern
Approach
Prentice Hall
dc:title
dc:publisher
Libro
Book
rdfs:type
rdf:type
owl:sameAs
http://...isbn/9788871925936
http://...isbn/9780136042594
HANDS ON OWL
EXAMPLE:BOOKSTORE
Itistimetosellthebookswemodeled.
Usersmusthavethepossibilitytosearchinourbookcatalog.
Weneedtodescribeourstore
andaddsomeotherinformationaboutthebooks.
GoodRelationshelpsinrealizingsuchanexample:
http://www.heppnetz.de/projects/goodrelations/
EXAMPLE:BOOKSTORE
BUILD THE MODEL
1. Describethebusinessentity
2. Describetheoffereditems
3. Describetheoffer
4. Linktheoffertothebusinessentity
SEARCH IN THE MODEL
DESCRIBE THE BUSINESS ENTITY
default:BookStore_1
agr:BusinessEntity;
gr:legalName“bookstore.comLtd.”^^xsd:string.
Bookstore_1
DESCRIBE THE OFFERED ITEMS
default:AIBook_en
aitem:Book,gr:ActualProductOrServiceInstance ;
item:hasTotalPagesdefault:QuantitativeValueInteger_1.
AIBook_en
default:QuantitativeValueInteger_1
agr:QuantitativeValueInteger;
gr:hasValue“1132”^^xsd:integer.
QuantitativeValue
Integer_1
Bookstore_1 AIBook_en
item:BookQuantitativeValue
Integer_1
1132
gr:ActualProductOrServiceInstance
gr:ProductOrService
rdf:type
rdfs:subClassOf
rdf:type
item:hasTotalPages
gr:hasValue
DESCRIBE THE OFFER
default:Offering_1
agr:Offering ;
gr:hasBusinessFunctiongr:Sell;
gr:hasPriceSpecificationdefault:UnityPriceSpecification_1;
gr:includeObjectdefault:TypeAndQuantityNode_1.
Offering_1
Bookstore_1
Offering_1
TypeAndQuantity
Node_1UnitPriceSpecification_1
AIBook_en
item:BookQuantitativeValue
Integer_1
gr:Sell
1.0
1132
gr:ActualProductOrServiceInstance
gr:ProductOrService
gr:includeObject
gr:hasBusinessFunction
gr:hasPriceSpecification
gr:amountOfThisGood
rdf:type
rdfs:subClassOf
rdf:type
item:hasTotalPages
gr:hasValue
gr:Offering
rdf:type
DESCRIBE THE OFFER
default:TypeAndQuantityNode_1
agr:TypeAndQuantityNode ;
gr:amountOfThisGood“1.0”^^xsd:float;
gr:typeOfGooddefault:AIBook_en.
default:UnitPriceSpecification_1
agr:UnitPriceSpecification;
gr:hasCurrency“EUR”^^xsd:string;
gr:hasCurrencyValue “120.0”^^xsd:float.
TypeAndQuantity
Node_1
UnitPriceSpecification_1
Bookstore_1
Offering_1
TypeAndQuantity
Node_1UnitPriceSpecification_1
AIBook_en
item:BookQuantitativeValue
Integer_1
gr:Sell
120.0
“EUR”
1.0
1132
gr:ActualProductOrServiceInstance
gr:ProductOrService
gr:includeObject
gr:hasBusinessFunction
gr:hasPriceSpecification
gr:hasCurrency
gr:hasCurrencyValue gr:amountOfThisGood
gr:typeOfGood
rdf:type
rdfs:subClassOf
rdf:type
item:hasTotalPages
gr:hasValue
gr:Offering
rdf:type
default:BookStore_1gr:offersdefault:Offering_1
LINK THE OFFER TO THE BUSINESS ENTITY
Bookstore_1
Offering_1
TypeAndQuantity
Node_1UnitPriceSpecification_1
AIBook_en
item:BookQuantitativeValue
Integer_1
gr:Sell
120.0
“EUR”
1.0
1132
gr:ActualProductOrServiceInstance
gr:ProductOrService
gr:offers
gr:includeObject
gr:hasBusinessFunction
gr:hasPriceSpecification
gr:hasCurrency
gr:hasCurrencyValue gr:amountOfThisGood
gr:typeOfGood
rdf:type
rdfs:subClassOf
rdf:type
item:hasTotalPages
gr:hasValue
gr:Offering
rdf:type
QUERY THE WHOLE!
PREFIXgr:<http://purl.org/goodrelations/v1#>
PREFIXitem:<http://www.elite.polito.it/ontologies/example/item#>
SELECT?offering
WHERE{?offeringrdf:typegr:Offering.
?offeringgr:includesObject?object.
?objectgr:typeOfGood?item.
?itemrdf:typeitem:Book.
}
Howtogetalltheavailableofferforthebook?
SPARQL
QUERY THE WHOLE!
?itemrdf:typeitem:Book.
SPARQL
?item
item:Book
rdf:type
QUERY THE WHOLE!
?objectgr:typeOfGood?item.
SPARQL
?object
AIBook_en
item:Book
gr:typeOfGood
rdf:type
QUERY THE WHOLE!
?offeringgr:includesObject?object.
SPARQL
?offering
TypeAndQuantity
Node_1
AIBook_en
item:Book
gr:includeObject
gr:typeOfGood
rdf:type
QUERY THE WHOLE!
?offeringrdf:typegr:Offering.
SPARQL
?offering
TypeAndQuantity
Node_1
AIBook_en
item:Book
gr:includeObject
gr:typeOfGood
rdf:type
gr:Offering
rdf:type
QUERY THE WHOLE!
SELECT?offering
SPARQL
Offering_1
TypeAndQuantity
Node_1
AIBook_en
item:Book
gr:includeObject
gr:typeOfGood
rdf:type
gr:Offering
rdf:type
REFERENCES
SemanticWebstandards:http://w3c.org/standards/semanticweb
SemanticWebWiki:http://semanticweb.org
SemanticWebFAQ:http://www.w3c.org/2001/sw/SW-FAQ
Book:ASemanticWebPrimer(http://www.semanticwebprimer.org)
Book:SemanticWebProgramming(http://semwebprogramming.org)
Lastaccess:26May2014
THANKS!
LuigiDeRussis
http://elite.polito.it
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