CS835 - Data and Document Representation
& Processing
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Lecture 9 - Data:
Semantic Web, Ontologies, RDF |
· The Semantic Web is worldwide information linked in
such a way as to be easily understandable by machines
· Idea created by Tim Berners-Lee, inventor of the WWW,
URIs, HTTP, and HTML.
· Problem:
Most data on the Web in a form difficult to use on a large scale
·
no global system for
publishing data that can be easily processed by anyone.
· Solution -
Semantic Web
What is the Problem?
What we see:
Siggraph 2005 Sketches Everything
you can imagine is real. PABLO
PICASSO The Sketches program is one
of the most dynamic programs of the annual SIGGRAPH conference, providing a
forum for ideas, techniques, and uses of computer graphics and interactive
techniques. |
What the Computer Sees:
SKETCHES
INFORMATION |
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Implementation
Sketches |
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Review
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GENERAL
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Deadlines |
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Need to Add “Semantics
–E.g., Dublin Core
–Problems with this approach
–Ontologies provide a vocabulary of terms
–New terms can be formed by combining existing ones
–Meaning (semantics) of such terms is formally specified
–Can also specify relationships between terms in multiple ontologies
A Semantic Web — First Steps
Ontology in Computer Science
·
An ontology is an engineering artifact:
o
It is constituted by a specific vocabulary used to
describe a certain reality,
o
plus a set of explicit assumptions regarding the intended
meaning of the vocabulary.
Structure of an Ontology
· Ontologies
typically have two distinct components:
o
Names for important concepts in the domain
o
Elephant is a concept whose members are a kind of animal
o
Herbivore is a concept whose members are exactly those animals who eat
only plants or parts of plants
o
Adult_Elephant is a concept whose members are exactly those elephants
whose age is greater than 20 years
·
Background knowledge/constraints on the domain
o
Adult_Elephants weigh at least 2,000 kg
o
All Elephants are either African_Elephants or Indian_Elephants
No individual can be both a Herbivore and a Carnivore
·
Semantic Web built on syntaxes that use URIs to represent data called
"Resource Description Framework" syntaxes.
·
The Resource Description Framework (RDF) is a language
for representing information about resources in the World Wide Web.
·
Intended for representing metadata about Web
resources, such as the title, author, and modification date of a Web page,
copyright and licensing information about a Web document, or the availability
schedule for some shared resource.
·
By generalizing the concept of a "Web
resource", RDF can be used to represent information about things that can
be identified on the Web, even when they cannot be directly retrieved
on the Web.
·
A language that uses three URIs - Uniform
Resource Identifiers
·
In RDF, information is a collection of statements, each with a subject,
verb and object - and nothing else.
·
Once information is in RDF form, it can be processed
The RDF Data Model
o
Statements are <subject, predicate, object>
triples:
<Frank,hasColleague,Richard>
Can be represented as a graph:
o
Statements describe properties of resources
o
A resource is any object that can be pointed to by a URI:
o
a document, a picture, a paragraph on the Web;
o
http://www.cs.man.ac.uk/index.html
o
a book in the library, a real person (?)
o
isbn://5031-4444-3333
o
…
o
Properties themselves are also resources (URIs)
Linking Statements
o
The subject of one statement can be the object of
another
Such collections of statements form a directed,
labeled graph
Note that the object of a triple can also be a
“literal” (a string)
o
RDF has an XML syntax that has a specific meaning:
Every Description element
describes a resource
Every attribute or nested element inside a Description is a property of
that Resource
We can refer to resources by using URIs
<Description about="some.uri/person/ian_horrocks">
<hasColleague resource="some.uri/person/uli_sattler"/>
</Description>
<Description about="some.uri/person/uli_sattler">
<hasHomePage>http://www.cs.mam.ac.uk/~sattler</hasHomePage>
</Description>
<Description about="some.uri/person/carole_goble">
<hasColleague resource="some.uri/person/uli_sattler"/>
</Description>
<http://xyz.org/#a>
<http://xyz.org/#b> http://xyz.org/#c
<http://xyz.org/#Sean>
<http://xyz.org/#name> "Sean"
The above reads as subject, verb and object
– Sean has the name “Sean”
_:a1 <http://xyz.org/#name>
"Sean"
This may be read as "there is something that has
the name Sean", or "a1 has the name Sean, for some value of a1".
·
These are called anonymous nodes, because they don't have a URI.
·
Given: <http://xyz.org/#a>
<http://xyz.org/#b> http://xyz.org/#c
@prefix xyz: <http://xyz.org/#>
o
This gives:
@prefix xyz: <http://xyz.org/#>
:a :b :c
@prefix blargh: <http://xyz.org/#>
.
blargh:a blargh:b blargh:c .
@prefix blargh: <http://xyz.org/#>
.
@prefix xyz: <http://xyz.org/#> .
blargh:a xyz:b blargh:c .
@prefix : <#> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
.
@prefix rdfs:
<http://www.w3.org/2000/01/rdf-schema#> .
@prefix daml:
<http://www.daml.org/2001/03/daml+oil#> .
@prefix log:
<http://www.w3.org/2000/10/swap/log#> .
@prefix dc:
<http://purl.org/dc/elements/1.1/> .
@prefix foaf:
<http://xmlns.com/foaf/0.1/> .
python cwm.py a.n3 -rdf > a.rdf
·
RDF gives a formalism for meta data annotation, and a way
to write it down in XML, but it does not give any special meaning to vocabulary
such as subClassOf or type
RDF Schema allows you to define vocabulary terms and
the relations between those terms
it gives “extra meaning” to particular RDF predicates
and resources
this “extra meaning”, or semantics, specifies how a term should be interpreted
·
RDF Schema (also: RDF Schema Candidate
Recommendation) was designed to be a simple datatyping model for RDF.
·
Using RDF Schema, we can say:
"Fido" is a type of
"Dog"
"Dog" is a sub class of
animal.
·
Can create properties and classes, and create ranges
and domains for properties.
·
All terms for RDF Schema start with "http://www.w3.org/2000/01/rdf-schema#"
1.
"Resource" (rdfs:Resource)
2.
"Class" (rdfs:Class)
3.
"Property" (rdf:Property)
rdfs:Resource rdf:type
rdfs:Class
rdfs:Class rdf:type
rdfs:Class
rdf:Property rdf:type
rdfs:Class
rdf:type rdf:type rdf:Property
:Dog rdf:type rdfs:Class
o
Now we can say that "Fido is a type of Dog":
:Fido rdf:type :Dog
o
Can create properties by saying a term is a type of
rdf:Property, and then use those properties in the RDF:
:name rdf:type rdf:Property
:Fido :name "Fido"
·
This says that Fido's name is "Fido"?
·
The term ":Fido" is a URI, and any URI for
Fido, including ":Squiggle" or ":n508s0srh"
·
The URI ":Fido" is easier to remember.
·
Must tell machines that his name is Fido
·
More properties: rdfs:subClassOf and
rdfs:subPropertyOf.
o
Can say that one class or property is a sub class or
sub property of another.
o
e.g., "Dog" is a sub class of the class
"Animal":
:Dog rdfs:subClassOf :Animal
o
Also say that there are other sub classes of Animal:-
:Human rdfs:subClassOf
:Animal
:Duck rdfs:subClassOf
:Animal
o
Create new instances of those classes:-
:Bob rdf:type :Human
:Quakcy rdf:type :Duck
·
Can invent another property, use that, and build up more
information...
:owns rdf:type rdf:Property
:Bob :owns :Fido
:Bob :owns :Quacky
:Bob :name "Bob
Fleming"
:Quacky :name
"Quakcy"
·
RDF Schema provides ranges and domains
o
Ranges and domains specify what classes the subject
and object of each property belong.
o
e.g., to constain ":bookTitle" to a book
with a literal value:
:Book
rdf:type rdfs:Class
:bookTitle rdf:type
rdf:Property
:bookTitle rdfs:domain :Book
:bookTitle rdfs:range
rdfs:Literal
:MyBook rdf:type :Book
:MyBook :bookTitle "My
Book"
·
RDF Schema contains a set of properties for annotating
schemata, providing comments, labels, and the like.
·
Two properties for doing this are rdfs:label
and rdfs:comment
·
e.g.:
:bookTitle rdfs:label
"bookTitle";
rdfs:comment "the title
of a book" .
·
RDFS too weak to describe
resources in sufficient detail
·
No localized range and domain
constraints
·
Can’t say that the range of hasChild is person when
applied to persons and elephant when applied to elephants
·
No existence/cardinality
constraints
·
Can’t say that all instances of person have a
mother that is also a person, or that persons have exactly 2 parents
·
No transitive, inverse or symmetrical
properties
·
Can’t say that isPartOf is a transitive property, that
hasPart is the inverse of isPartOf or that touches is symmetrical
Difficult to provide reasoning
support
No “native” reasoners for non-standard semantics
Desirable features identified for
Web Ontology Language:
o Extends
existing Web standards
–Such as XML, RDF, RDFS
o Easy
to understand and use
–Should be based on familiar KR idioms
o Formally
specified
o Of
“adequate” expressive power
o Possible
to provide automated reasoning support
·
Two languages developed to satisfy above requirements
–OIL: developed by group of (largely) European
researchers (several from EU OntoKnowledge project)
–DAML-ONT: developed by group of (largely)
US researchers (in DARPA DAML program)
Efforts merged to produce DAML+OIL
–Development was carried out by “Joint
EU/US Committee on Agent Markup Languages”
–Extends (“DL subset” of) RDF
DAML+OIL submitted to W3C as basis for standardisation
–Web-Ontology (WebOnt)
Working Group formed
–WebOnt group developed OWL
language based on DAML+OIL
–OWL language now a W3C Candidate Recommendation
–Will soon become Proposed Recommendation
·
DAML , The DARPA
Agent Markup Language is a language created by DARPA
·
It aims to provide a language and toolset that enables
the Web to transform from a platform that focuses on presenting information to
a platform that focuses on understanding and reasoning with information.
·
DAML gives RDF Schema more in depth properties and
classes.
·
DAML provides simple terms for creating inferences.
·
DAML+OIL is a language for describing ontologies,
building on RDF Schema and XML Schema.
·
It can be used to describe types of objects and the
kinds of relationships expected between them.
·
It uses references to XML Schema datatypes to describe
integers, dates and other datatypes.
·
DAML provides a method of saying things such as
inverses, unambiguous properties, unique properties, lists, restrictions,
cardinalities, pairwise disjoint lists, datatypes, and so on.
·
DAML construct - daml:inverseOf
·
Can say that one property is the inverse of another.
·
The rdfs:range and rdfs:domain values of
daml:inverseOf is rdf:Property.
·
example of daml:inverseOf:
:hasName daml:inverseOf
:isNameOf
:Sean :hasName
"Sean"
"Sean" :isNameOf
:Sean
·
DAML construct - daml:UnambiguousProperty class.
·
Saying that a Property is a daml:UnambiguousProperty
means that if the object of the property is the same, then the subjects are
equivalent.
·
example:
foaf:mbox rdf:type
daml:UnambiguousProperty .
:x foaf:mbox
:y foaf:mbox
implies that:-
:x daml:equivalentTo :y
·
Inference is one of the driving principles of the
Semantic Web
·
Example:
:MyCar de:macht
"160KW" .
·
A German Semantic Web processor may understand ":macht"
·
An English processor may not
·
Here is a piece of inference data that makes things
clearer to the processor:
de:macht daml:equivalentTo
en:power
·
The DAML "equivalentTo" property is used to
say that "macht" in the German system is equivalent to "power"
in the English system.
·
Using an inference engine, a Semantic Web client could
successfully determine that:
:MyCar en:power
"160KW"
·
Merging databases becomes a matter of recording in RDF
somewhere that "Person Name" in your database is equivalent to
"Name" in my database, and then throwing all of the information
together and getting a processor to think about it.
·
CWM can do this
·
Great levels of inference can only be provided using
"First Order Predicate Logic" languages, and DAML is not a FOPL
language entirely.
·
Three species of OWL
–OWL full is union of OWL
syntax and RDF
–OWL DL restricted to
FOL fragment (Ľ DAML+OIL)
–OWL Lite is “easier to
implement” subset of OWL DL
Semantic layering
–OWL DL Ľ OWL full within DL
fragment
–DL semantics officially
definitive
OWL DL based on SHIQ Description
Logic
–In fact it is equivalent to SHOIN(Dn) DL
OWL DL Benefits from many years of DL research
–Well defined semantics
–Formal properties well
understood (complexity, decidability)
–Known reasoning
algorithms
–Implemented systems
(highly optimised)
XMLS datatypes as well as
classes in 8P.C and 9P.C
–E.g., 9hasAge.nonNegativeInteger
Arbitrarily complex nesting of
constructors
–E.g., Person u 8hasChild.Doctor t 9hasChild.Doctor
e.g., Person u 8hasChild.Doctor t9hasChild.Doctor:
<owl:Class>
<owl:intersectionOf rdf:parseType=" collection">
<owl:Class rdf:about="#Person"/>
<owl:Restriction>
<owl:onProperty rdf:resource="#hasChild"/>
<owl:toClass>
<owl:unionOf rdf:parseType=" collection">
<owl:Class rdf:about="#Doctor"/>
<owl:Restriction>
<owl:onProperty
rdf:resource="#hasChild"/>
<owl:hasClass rdf:resource="#Doctor"/>
</owl:Restriction>
</owl:unionOf>
</owl:toClass>
</owl:Restriction>
</owl:intersectionOf>
</owl:Class>
•Axioms (mostly) reducible to inclusion (v)
C ´ D iff both C v D and D v C
Ontology Editors
Swoop http://www.mindswap.org/2004/SWOOP/
OilEd http://oiled.man.ac.uk/
Protégé http://protege.stanford.edu/
OntoEdit http://www.ontoprise.de/products/ontoedit_en
1.
Create a new OWL project, selecting OWL files
2.
Create subclasses to OWL, Thing, by clicking ă
3.
Ensure classes are not overlapping by setting them to
disjoint
Create Group of Classes using Wizard
Create Datatype Property
Create Objecttype Property
Defining Classes:
·
Property Restrictions (Quantifier, Cardinality, hasValue)
·
Primitive vs Defined Class
<?xml version='1.0'
encoding='UTF-8'?> <!DOCTYPE rdf:RDF [ <!ENTITY
rdf 'http://www.w3.org/1999/02/22-rdf-syntax-ns#'> <!ENTITY a
'http://protege.stanford.edu/system#'> <!ENTITY rdf_
'http://protege.stanford.edu/rdf'> <!ENTITY rdfs
'http://www.w3.org/2000/01/rdf-schema#'> ]> <rdf:RDF
xmlns:rdf="&rdf;" xmlns:rdf_="&rdf_;" xmlns:a="&a;" xmlns:rdfs="&rdfs;"> <rdfs:Class
rdf:about="&rdf_;:OWL-ALL-DIFFERENT" rdfs:label=":OWL-ALL-DIFFERENT"> <rdfs:subClassOf
rdf:resource="&a;_system_class"/> </rdfs:Class> <rdfs:Class
rdf:about="&rdf_;:OWL-ALL-RESTRICTION" rdfs:label=":OWL-ALL-RESTRICTION"> <rdfs:subClassOf
rdf:resource="&rdf_;:OWL-RESTRICTION"/> </rdfs:Class> <rdf:Property
rdf:about="&rdf_;:OWL-ANNOTATION-PROPERTY" rdfs:label=":OWL-ANNOTATION-PROPERTY"> <rdfs:domain
rdf:resource="&rdf;Property"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdfs:Class rdf:about="&rdf_;:OWL-ANONYMOUS-CLASS" rdfs:label=":OWL-ANONYMOUS-CLASS"> <rdfs:subClassOf
rdf:resource="&rdf_;:OWL-CLASS"/> </rdfs:Class> <rdfs:Class
rdf:about="&rdf_;:OWL-ANONYMOUS-ROOT" rdfs:label=":OWL-ANONYMOUS-ROOT"> <rdfs:subClassOf
rdf:resource="&a;_system_class"/> </rdfs:Class> <rdfs:Class
rdf:about="&rdf_;:OWL-CARDI-RESTRICTION" rdfs:label=":OWL-CARDI-RESTRICTION"> <rdfs:subClassOf
rdf:resource="&rdf_;:OWL-RESTRICTION"/> </rdfs:Class> <rdfs:Class
rdf:about="&rdf_;:OWL-CLASS" rdfs:label=":OWL-CLASS"> <rdfs:subClassOf
rdf:resource="&rdfs;Class"/> </rdfs:Class> <rdf:Property
rdf:about="&rdf_;:OWL-CLASSIFICATION-STATUS" rdfs:label=":OWL-CLASSIFICATION-STATUS"> <rdfs:domain
rdf:resource="&rdfs;Class"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdfs:Class
rdf:about="&rdf_;:OWL-COMPLEMENT-CLASS" rdfs:label=":OWL-COMPLEMENT-CLASS"> <rdfs:subClassOf
rdf:resource="&rdf_;:OWL-LOGICAL-CLASS"/> </rdfs:Class> <rdf:Property
rdf:about="&rdf_;:OWL-DEPRECATED" rdfs:label=":OWL-DEPRECATED"> <rdfs:domain
rdf:resource="&rdf;Property"/> <rdfs:domain
rdf:resource="&rdfs;Class"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdf:Property
rdf:about="&rdf_;:OWL-DISJOINT-CLASSES" rdfs:label=":OWL-DISJOINT-CLASSES"> <rdfs:domain
rdf:resource="&rdf_;:OWL-CLASS"/> <rdfs:range
rdf:resource="&rdf_;:OWL-CLASS"/> </rdf:Property> <rdf:Property
rdf:about="&rdf_;:OWL-DISTINCT-MEMBERS" rdfs:label=":OWL-DISTINCT-MEMBERS"> <rdfs:domain
rdf:resource="&rdf_;:OWL-ALL-DIFFERENT"/> <rdfs:range
rdf:resource="&a;owl_thing"/> </rdf:Property> <rdfs:Class
rdf:about="&rdf_;:OWL-ENUMERATION-CLASS" rdfs:label=":OWL-ENUMERATION-CLASS"> <rdfs:subClassOf
rdf:resource="&rdf_;:OWL-ANONYMOUS-CLASS"/> </rdfs:Class> <rdf:Property
rdf:about="&rdf_;:OWL-EQUIVALENT-SLOTS" rdfs:label=":OWL-EQUIVALENT-SLOTS"> <rdfs:domain
rdf:resource="&rdf;Property"/> <rdfs:range
rdf:resource="&rdf;Property"/> </rdf:Property> <rdfs:Class
rdf:about="&rdf_;:OWL-HAS-RESTRICTION" rdfs:label=":OWL-HAS-RESTRICTION"> <rdfs:subClassOf
rdf:resource="&rdf_;:OWL-RESTRICTION"/> </rdfs:Class> <rdf:Property
rdf:about="&rdf_;:OWL-INFERRED-DIRECT-TYPES" rdfs:label=":OWL-INFERRED-DIRECT-TYPES"> <rdfs:range
rdf:resource="&rdfs;Class"/> </rdf:Property> <rdf:Property
rdf:about="&rdf_;:OWL-INFERRED-SUBCLASSES" rdfs:label=":OWL-INFERRED-SUBCLASSES"> <rdfs:range
rdf:resource="&rdfs;Class"/> <rdfs:domain
rdf:resource="&rdfs;Class"/> </rdf:Property> <rdf:Property
rdf:about="&rdf_;:OWL-INFERRED-SUPERCLASSES" rdfs:label=":OWL-INFERRED-SUPERCLASSES"> <rdfs:domain
rdf:resource="&rdfs;Class"/> <rdfs:range
rdf:resource="&rdfs;Class"/> </rdf:Property> <rdfs:Class
rdf:about="&rdf_;:OWL-INTERSECTION-CLASS" rdfs:label=":OWL-INTERSECTION-CLASS"> <rdfs:subClassOf
rdf:resource="&rdf_;:OWL-LOGICAL-CLASS"/> </rdfs:Class> <rdf:Property
rdf:about="&rdf_;:OWL-INVERSE-FUNCTIONAL" rdfs:label=":OWL-INVERSE-FUNCTIONAL"> <rdfs:domain
rdf:resource="&rdf_;owl:DatatypeProperty"/> <rdfs:domain
rdf:resource="&rdf_;owl:ObjectProperty"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdfs:Class
rdf:about="&rdf_;:OWL-LOGICAL-CLASS" rdfs:label=":OWL-LOGICAL-CLASS"> <rdfs:subClassOf
rdf:resource="&rdf_;:OWL-ANONYMOUS-CLASS"/> </rdfs:Class> <rdf:Property
rdf:about="&rdf_;:OWL-LOGICAL-OPERANDS" rdfs:label=":OWL-LOGICAL-OPERANDS"> <rdfs:range
rdf:resource="&rdf_;:OWL-CLASS"/> <rdfs:domain
rdf:resource="&rdf_;:OWL-LOGICAL-CLASS"/> </rdf:Property> <rdfs:Class
rdf:about="&rdf_;:OWL-MAXCARDI-RESTRICTION" rdfs:label=":OWL-MAXCARDI-RESTRICTION"> <rdfs:subClassOf
rdf:resource="&rdf_;:OWL-RESTRICTION"/> </rdfs:Class> <rdfs:Class
rdf:about="&rdf_;:OWL-MINCARDI-RESTRICTION" rdfs:label=":OWL-MINCARDI-RESTRICTION"> <rdfs:subClassOf
rdf:resource="&rdf_;:OWL-RESTRICTION"/> </rdfs:Class> <rdf:Property
rdf:about="&rdf_;:OWL-ONTOLOGY-IMPORTS" rdfs:label=":OWL-ONTOLOGY-IMPORTS"> <rdfs:domain
rdf:resource="&rdf_;owl:Ontology"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdf:Property
rdf:about="&rdf_;:OWL-ONTOLOGY-PREFIXES" rdfs:label=":OWL-ONTOLOGY-PREFIXES"> <rdfs:domain
rdf:resource="&rdf_;owl:Ontology"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdf:Property
rdf:about="&rdf_;:OWL-ONTOLOGY-URI" rdfs:label=":OWL-ONTOLOGY-URI"> <rdfs:domain
rdf:resource="&rdf_;owl:Ontology"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdf:Property
rdf:about="&rdf_;:OWL-RESOURCE-URI" rdfs:label=":OWL-RESOURCE-URI"> <rdfs:domain
rdf:resource="&rdf_;ExternalResource"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdfs:Class
rdf:about="&rdf_;:OWL-RESTRICTION" rdfs:label=":OWL-RESTRICTION"> <rdfs:subClassOf
rdf:resource="&rdf_;:OWL-ANONYMOUS-CLASS"/> </rdfs:Class> <rdf:Property
rdf:about="&rdf_;:OWL-SLOT-NUMERIC-MAXIMUM-INCLUSIVE" rdfs:label=":OWL-SLOT-NUMERIC-MAXIMUM-INCLUSIVE"> <rdfs:domain
rdf:resource="&rdf_;:OWL-ALL-RESTRICTION"/> <rdfs:domain
rdf:resource="&rdf_;:OWL-SOME-RESTRICTION"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdf:Property
rdf:about="&rdf_;:OWL-SLOT-NUMERIC-MINIMUM-INCLUSIVE" rdfs:label=":OWL-SLOT-NUMERIC-MINIMUM-INCLUSIVE"> <rdfs:domain
rdf:resource="&rdf_;:OWL-ALL-RESTRICTION"/> <rdfs:domain
rdf:resource="&rdf_;:OWL-SOME-RESTRICTION"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdfs:Class
rdf:about="&rdf_;:OWL-SOME-RESTRICTION" rdfs:label=":OWL-SOME-RESTRICTION"> <rdfs:subClassOf
rdf:resource="&rdf_;:OWL-RESTRICTION"/> </rdfs:Class> <rdf:Property
rdf:about="&rdf_;:OWL-SYMMETRIC" rdfs:label=":OWL-SYMMETRIC"> <rdfs:domain
rdf:resource="&rdf_;owl:ObjectProperty"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdf:Property
rdf:about="&rdf_;:OWL-TRANSITIVE" rdfs:label=":OWL-TRANSITIVE"> <rdfs:domain
rdf:resource="&rdf_;owl:ObjectProperty"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdfs:Class
rdf:about="&rdf_;:OWL-UNION-CLASS" rdfs:label=":OWL-UNION-CLASS"> <rdfs:subClassOf
rdf:resource="&rdf_;:OWL-LOGICAL-CLASS"/> </rdfs:Class> <rdf:Property
rdf:about="&rdf_;:OWL-XML-SCHEMA-DATATYPE" rdfs:label=":OWL-XML-SCHEMA-DATATYPE"> <rdfs:domain
rdf:resource="&rdf;Property"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdf:Description
rdf:about="&rdf_;BehaviorismTh" rdfs:label="BehaviorismTh"> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;ConstructivismTh"/> <rdfs:subClassOf
rdf:resource="&rdf_;EducationTheories"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;LearningStylesTh"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;MultipleIntellegenceTh"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;SocialCognitionTh"/> <rdf:type
rdf:resource="&rdf_;owl:Class"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;ConstructivismTh" rdfs:label="ConstructivismTh"> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;BehaviorismTh"/> <rdfs:subClassOf
rdf:resource="&rdf_;EducationTheories"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;LearningStylesTh"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;MultipleIntellegenceTh"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;SocialCognitionTh"/> <rdf:type
rdf:resource="&rdf_;owl:Class"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;EducationTheories" rdf_:protege:subclassesDisjoint="true" rdfs:label="EducationTheories"> <rdf:type
rdf:resource="&rdf_;owl:Class"/> <rdfs:subClassOf
rdf:resource="&a;owl_thing"/> </rdf:Description> <rdfs:Class
rdf:about="&rdf_;ExternalResource" rdfs:label="ExternalResource"> <rdfs:subClassOf
rdf:resource="&a;owl_thing"/> </rdfs:Class> <rdf:Description
rdf:about="&rdf_;FishBowlTT" rdfs:label="FishBowlTT"> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;JigSawTT"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;RoutinesTT"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;RulesTT"/> <rdfs:subClassOf
rdf:resource="&rdf_;TeachingTactics"/> <rdf:type
rdf:resource="&rdf_;owl:Class"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;GenerativeStrategy" rdfs:label="GenerativeStrategy"> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;SupplantiveStrategy"/> <rdfs:subClassOf
rdf:resource="&rdf_;TeachingStrategies"/> <rdf:type
rdf:resource="&rdf_;owl:Class"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;JigSawTT" rdfs:label="JigSawTT"> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;FishBowlTT"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;RoutinesTT"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;RulesTT"/> <rdfs:subClassOf
rdf:resource="&rdf_;TeachingTactics"/> <rdf:type
rdf:resource="&rdf_;owl:Class"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;LearningStylesTh" rdfs:label="LearningStylesTh"> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;BehaviorismTh"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;ConstructivismTh"/> <rdfs:subClassOf
rdf:resource="&rdf_;EducationTheories"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;MultipleIntellegenceTh"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;SocialCognitionTh"/> <rdfs:subClassOf
rdf:resource="&rdf_;edu_Class_13"/> <rdf:type
rdf:resource="&rdf_;owl:Class"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;MultipleIntellegenceTh" rdfs:label="MultipleIntellegenceTh"> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;BehaviorismTh"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;ConstructivismTh"/> <rdfs:subClassOf
rdf:resource="&rdf_;EducationTheories"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;LearningStylesTh"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;SocialCognitionTh"/> <rdf:type
rdf:resource="&rdf_;owl:Class"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;RoutinesTT" rdfs:label="RoutinesTT"> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;FishBowlTT"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;JigSawTT"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;RulesTT"/> <rdfs:subClassOf
rdf:resource="&rdf_;TeachingTactics"/> <rdf:type
rdf:resource="&rdf_;owl:Class"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;RulesTT" rdfs:label="RulesTT"> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;FishBowlTT"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;JigSawTT"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;RoutinesTT"/> <rdfs:subClassOf
rdf:resource="&rdf_;TeachingTactics"/> <rdf:type
rdf:resource="&rdf_;owl:Class"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;SocialCognitionTh" rdfs:label="SocialCognitionTh"> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;BehaviorismTh"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;ConstructivismTh"/> <rdfs:subClassOf
rdf:resource="&rdf_;EducationTheories"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;LearningStylesTh"/> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;MultipleIntellegenceTh"/> <rdf:type rdf:resource="&rdf_;owl:Class"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;SupplantiveStrategy" rdfs:label="SupplantiveStrategy"> <rdf_::OWL-DISJOINT-CLASSES rdf:resource="&rdf_;GenerativeStrategy"/> <rdfs:subClassOf
rdf:resource="&rdf_;TeachingStrategies"/> <rdf:type
rdf:resource="&rdf_;owl:Class"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;TeachingStrategies" rdf_:protege:subclassesDisjoint="true" rdfs:label="TeachingStrategies"> <rdf:type
rdf:resource="&rdf_;owl:Class"/> <rdfs:subClassOf
rdf:resource="&a;owl_thing"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;TeachingTactics" rdf_:protege:subclassesDisjoint="true" rdfs:label="TeachingTactics"> <rdf:type
rdf:resource="&rdf_;owl:Class"/> <rdfs:subClassOf
rdf:resource="&a;owl_thing"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;basedTeachingStrategy" rdf_::OWL-SYMMETRIC="false" rdfs:label="basedTeachingStrategy"> <rdf:type
rdf:resource="&rdf_;owl:ObjectProperty"/> <rdfs:range
rdf:resource="&rdfs;Resource"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;consistsofTeachingStrategy" rdfs:label="consistsofTeachingStrategy"> <rdf:type
rdf:resource="&rdf_;owl:ObjectProperty"/> <rdfs:range
rdf:resource="&rdfs;Resource"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;edu_Class_13" rdfs:label="∃ consistsofTeachingStrategy SupplantiveStrategy"> <rdfs:subClassOf
rdf:resource="&rdf_;:OWL-ANONYMOUS-ROOT"/> <rdf:type
rdf:resource="&rdf_;:OWL-SOME-RESTRICTION"/> <rdf_:owl:someValuesFrom rdf:resource="&rdf_;SupplantiveStrategy"/> <rdf_:owl:onProperty rdf:resource="&rdf_;consistsofTeachingStrategy"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;hasDefinedSteps" rdfs:label="hasDefinedSteps"> <rdfs:domain
rdf:resource="&rdf_;RulesTT"/> <rdf:type
rdf:resource="&rdf_;owl:DatatypeProperty"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;hasFailureSuccess" rdfs:label="hasFailureSuccess"> <rdfs:domain
rdf:resource="&rdf_;RulesTT"/> <rdf:type
rdf:resource="&rdf_;owl:DatatypeProperty"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;hasRuleObjective" rdfs:label="hasRuleObjective"> <rdfs:domain
rdf:resource="&rdf_;RulesTT"/> <rdf:type rdf:resource="&rdf_;owl:DatatypeProperty"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;hasTeachingTactics" rdf_::OWL-INVERSE-FUNCTIONAL="false" rdf_::OWL-SYMMETRIC="false" rdfs:label="hasTeachingTactics"> <rdf:type
rdf:resource="&rdf_;owl:ObjectProperty"/> <rdfs:range
rdf:resource="&rdfs;Resource"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;owl:Class" rdfs:label="owl:Class"> <rdf:type
rdf:resource="&rdf_;owl:Class"/> <rdfs:subClassOf
rdf:resource="&rdfs;Class"/> </rdf:Description> <rdfs:Class
rdf:about="&rdf_;owl:DataRange" rdfs:label="owl:DataRange"> <rdfs:subClassOf
rdf:resource="&a;owl_thing"/> </rdfs:Class> <rdf:Description
rdf:about="&rdf_;owl:DatatypeProperty" rdfs:label="owl:DatatypeProperty"> <rdf:type
rdf:resource="&rdf_;owl:Class"/> <rdfs:subClassOf
rdf:resource="&rdf;Property"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;owl:Nothing" rdfs:label="owl:Nothing"> <rdf:type
rdf:resource="&rdf_;owl:Class"/> <rdfs:subClassOf
rdf:resource="&a;owl_thing"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;owl:ObjectProperty" rdfs:label="owl:ObjectProperty"> <rdf:type
rdf:resource="&rdf_;owl:Class"/> <rdfs:subClassOf
rdf:resource="&rdf;Property"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;owl:Ontology" rdfs:label="owl:Ontology"> <rdf:type
rdf:resource="&rdf_;owl:Class"/> <rdfs:subClassOf
rdf:resource="&a;_system_class"/> </rdf:Description> <rdf:Property
rdf:about="&rdf_;owl:allValuesFrom" rdfs:label="owl:allValuesFrom"> <rdfs:domain
rdf:resource="&rdf_;:OWL-ALL-RESTRICTION"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdf:Description
rdf:about="&rdf_;owl:backwardCompatibleWith" rdf_::OWL-ANNOTATION-PROPERTY="true" rdfs:label="owl:backwardCompatibleWith"> <rdf:type
rdf:resource="&rdf_;owl:DatatypeProperty"/> <rdfs:domain
rdf:resource="&rdf_;owl:Ontology"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Description> <rdf:Property
rdf:about="&rdf_;owl:cardinality" rdfs:label="owl:cardinality"> <rdfs:domain
rdf:resource="&rdf_;:OWL-CARDI-RESTRICTION"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdf:Property
rdf:about="&rdf_;owl:differentFrom" rdfs:label="owl:differentFrom"> <rdfs:range
rdf:resource="&a;owl_thing"/> </rdf:Property> <rdf:Property
rdf:about="&rdf_;owl:hasValue" rdfs:label="owl:hasValue"> <rdfs:domain
rdf:resource="&rdf_;:OWL-HAS-RESTRICTION"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdf:Description
rdf:about="&rdf_;owl:incompatibleWith" rdf_::OWL-ANNOTATION-PROPERTY="true" rdfs:label="owl:incompatibleWith"> <rdf:type
rdf:resource="&rdf_;owl:DatatypeProperty"/> <rdfs:domain
rdf:resource="&rdf_;owl:Ontology"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Description> <rdf:Property
rdf:about="&rdf_;owl:maxCardinality" rdfs:label="owl:maxCardinality"> <rdfs:domain
rdf:resource="&rdf_;:OWL-MAXCARDI-RESTRICTION"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdf:Property
rdf:about="&rdf_;owl:minCardinality" rdfs:label="owl:minCardinality"> <rdfs:domain
rdf:resource="&rdf_;:OWL-MINCARDI-RESTRICTION"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdf:Property
rdf:about="&rdf_;owl:onProperty" rdfs:label="owl:onProperty"> <rdfs:domain
rdf:resource="&rdf_;:OWL-RESTRICTION"/> <rdfs:range
rdf:resource="&rdf;Property"/> </rdf:Property> <rdf:Property
rdf:about="&rdf_;owl:oneOf" rdfs:label="owl:oneOf"> <rdfs:domain
rdf:resource="&rdf_;owl:DataRange"/> </rdf:Property> <rdf:Description
rdf:about="&rdf_;owl:priorVersion" rdf_::OWL-ANNOTATION-PROPERTY="true" rdfs:label="owl:priorVersion"> <rdf:type
rdf:resource="&rdf_;owl:DatatypeProperty"/> <rdfs:domain
rdf:resource="&rdf_;owl:Ontology"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Description> <rdf:Property
rdf:about="&rdf_;owl:sameAs" rdfs:label="owl:sameAs"> <rdfs:range
rdf:resource="&a;owl_thing"/> </rdf:Property> <rdf:Property
rdf:about="&rdf_;owl:someValuesFrom" rdfs:label="owl:someValuesFrom"> <rdfs:domain
rdf:resource="&rdf_;:OWL-SOME-RESTRICTION"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Property> <rdf:Description
rdf:about="&rdf_;owl:versionInfo" rdf_::OWL-ANNOTATION-PROPERTY="true" rdfs:label="owl:versionInfo"> <rdf:type
rdf:resource="&rdf_;owl:DatatypeProperty"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;protege:abstract"> <rdfs:domain
rdf:resource="&rdfs;Class"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;protege:allowedParent"> <rdfs:domain
rdf:resource="&rdf;Property"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;protege:defaultLanguage"> <rdfs:domain
rdf:resource="&rdf_;owl:Ontology"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;protege:excludedTest"> <rdfs:domain
rdf:resource="&rdf_;owl:Ontology"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;protege:readOnly"> <rdfs:domain
rdf:resource="&rdf;Property"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;protege:subclassesDisjoint"> <rdfs:domain
rdf:resource="&rdf_;owl:Class"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;protege:todoPrefix"> <rdfs:domain
rdf:resource="&rdf_;owl:Ontology"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;protege:todoProperty"> <rdfs:domain
rdf:resource="&rdf_;owl:Ontology"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;protege:usedLanguage"> <rdfs:domain
rdf:resource="&rdf_;owl:Ontology"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;protege:valuesComputer"> <rdfs:domain
rdf:resource="&rdf;Property"/> </rdf:Description> <rdf:Description
rdf:about="&rdf_;usedTeachingTacticsBy" rdfs:label="usedTeachingTacticsBy"> <rdf:type
rdf:resource="&rdf_;owl:ObjectProperty"/> <rdfs:range
rdf:resource="&rdfs;Resource"/> </rdf:Description> <rdf:Property
rdf:about="&rdf;first" rdfs:label="rdf:first"> <rdfs:domain
rdf:resource="&rdf;List"/> </rdf:Property> <rdf:Property
rdf:about="&rdf;object" rdfs:label="rdf:object"> <rdfs:domain
rdf:resource="&rdf;Statement"/> <rdfs:range
rdf:resource="&rdfs;Resource"/> </rdf:Property> <rdf:Property
rdf:about="&rdf;predicate" rdfs:label="rdf:predicate"> <rdfs:domain
rdf:resource="&rdf;Statement"/> <rdfs:range
rdf:resource="&rdfs;Resource"/> </rdf:Property> <rdf:Property
rdf:about="&rdf;rest" rdfs:label="rdf:rest"> <rdfs:range
rdf:resource="&rdf;List"/> <rdfs:domain
rdf:resource="&rdf;List"/> </rdf:Property> <rdf:Property
rdf:about="&rdf;subject" rdfs:label="rdf:subject"> <rdfs:domain
rdf:resource="&rdf;Statement"/> <rdfs:range
rdf:resource="&rdfs;Resource"/> </rdf:Property> <rdf:Property
rdf:about="&rdf;type" rdfs:label="rdf:type"> <rdfs:range
rdf:resource="&rdfs;Class"/> </rdf:Property> <rdf:Property
rdf:about="&rdf;value" rdfs:label="rdf:value"/> <rdf:Description
rdf:about="&rdfs;comment" rdf_::OWL-ANNOTATION-PROPERTY="true" rdfs:label="rdfs:comment"> <rdf:type
rdf:resource="&rdf_;owl:DatatypeProperty"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Description> <rdf:Description
rdf:about="&rdfs;isDefinedBy" rdf_::OWL-ANNOTATION-PROPERTY="true" rdfs:label="rdfs:isDefinedBy"> <rdf:type
rdf:resource="&rdf_;owl:ObjectProperty"/> <rdfs:range
rdf:resource="&rdfs;Resource"/> </rdf:Description> <rdf:Description
rdf:about="&rdfs;label" rdf_::OWL-ANNOTATION-PROPERTY="true" rdfs:label="rdfs:label"> <rdf:type
rdf:resource="&rdf_;owl:DatatypeProperty"/> <rdfs:range
rdf:resource="&rdfs;Literal"/> </rdf:Description> <rdf:Property
rdf:about="&rdfs;member" rdfs:label="rdfs:member"> <rdfs:range
rdf:resource="&rdfs;Resource"/> </rdf:Property> <rdf:Description
rdf:about="&rdfs;seeAlso" rdf_::OWL-ANNOTATION-PROPERTY="true" rdfs:label="rdfs:seeAlso"> <rdf:type
rdf:resource="&rdf_;owl:ObjectProperty"/> <rdfs:range
rdf:resource="&rdfs;Resource"/> </rdf:Description> </rdf:RDF> |