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Department of Computer Science, University of Maryland, College Park
1
Sharath Srinivas- CMSC 818Z, Spring 2007
Semantic Web and Knowledge Representation
Outline
MotivationIntroductionInformation centric perspective of
semantic webArchitecture of the Semantic WebFutureVideo and examples!
Motivation
Is there any such task that a computer can do, which a human cannot do? …
5 possible answers: Yes, of course! Not at all Sort of, but most tasks that humans do cannot be done by
computers. Sort of, but most tasks that humans do can be done by
computers No Comments!
Why is it so?All Computers do is what they are
programmed to do!
This is the state of affairs today
Motivation…
So, are computers dumb?
Yes…sort of!
Then why are we (Computer Scientists) spending our life on something that’s dumb?
To make them less dumb!!!
Introduction
The Web is considered to be the most powerful information tool in history.
One of the most difficult resources to search and evaluate
“The ultimate goal of the Web will be achieved when search engines can find the answer to the question of Life, the Universe and Everything else - obviously that will occur in Web 42.0” –Prof. Jim Hendler, MIND lab
Introduction
Web 42.0 ???
What is “Web 42.0”?
What is the current version of the web? I decided to search for this on google…
No useful results
So I decided to post this question on a forum where people discuss stuff like this…
Response…
Intelligent Search
So, we need more intelligent search engines, that can understand the users
Google Answers example:
searching for words isn’t really what you want to do. You’d like to search for ideas, for concepts, for solutions, for answers…
Current information representation and retrieval techniques are not capable of achieving this.
Need of the hour?
We need more intelligent Systems that can retrieve quality information.
For this we need better representation techniques of information.
Information is not data, it is knowledge derived from data.
Information Dynamics
Information
Representation
Information
Representation
Loss During transformation
into its Representation
?
Information Dynamics
Ideal Scenario
Information Dynamics…
Information
Representation
Information
Representation
Will this ever be possible?
Semantic
semantic, a. and n.
a. Relating to signification or meaning.
Semantic…
Making web pages machine readable
Combining information from multiple sources
Making inferences to find new knowledge
Semantic Web…
My Web Page
Advisor 1’s web Page
Advisor 2’s web Page
My Web Page (which is a autonomous intelligent agent) should determine whom I should meet and at what time.
Wedding Cake!
Pieces of the cake…
Parts of the Semantic Web:A Global naming schema (URI)A standard syntax for describing data (RDF)A syntax for representing the properties of
the data (RDF Schema)A standard means of describing the
relationships between data (OWL)
XML: User definable and domain specific markup
HTML:<H1>Introduction to AI</H1>
<UL> <LI>Teacher: Frank van Harmelen<LI>Students: 1AI, 1I<LI>Requirements: none
</UL>
<H1>Introduction to AI</H1><UL> <LI>Teacher: Frank van Harmelen
<LI>Students: 1AI, 1I<LI>Requirements: none
</UL>
<course><title>Introduction to AI</title><teacher>Frank van Harmelen</teacher><students>1AI, 1I</students><req>none</req>
</course>
<course><title>Introduction to AI</title><teacher>Frank van Harmelen</teacher><students>1AI, 1I</students><req>none</req>
</course>
XML:
XML document= labelled trees
<course date=“...”><title>...</title><teacher>...</teacher>
<name>...</name><http>...</http>
<students>...</students></course>
Syntax versus Semantics
Syntax: the structure of your data Semantics: the meaning of your data Two conditions necessary for interoperability:
Adopt a common syntax: this enables applications to parse the data.
Adopt a means for understanding the semantics: this enables applications to use the data.
RDF
RDF…
RDF…combining Information
RDF…combining Information
RDF…combining Information
RDF…combining Information
RDF…combining Information
Wedding cake…
RDF SChema
Wedding cake…
Ontology
Ontology“... a specification of a
conceptualisation.”Vocabulary and relationshipsRDFSClasses and subclass relationshipsProperties and subproperty relationshipsRange and domain of properties
Ontology…example
Person
Student Researcher
subClassOfsubClassOf
Jeentype
hasSuperVisordomain range
Frank
type
hasSuperVisor
Ontology
Identity (owl:sameAs)Disjunctionsomething can be in one or other class
but not bothNumber restrictionsat least n of some propertyno more than n of some propertyFlavours: OWLLite, OWLDL,OWLFull
What you can do
Mark up web pagesPresent databases as RDFUse and develop new ontologies
Wedding cake…
Logic, Proof and Reasoning
Wedding cake…Revisited!!
Proof, Logic and reasoning are active areas of research
Trust
Self Intelligent agents: Can we trust them?
Don’t drive! Weather is bad
Should I trust my agent?
Conclusion
Semantic web is no hype
Its already a reality
It is and it will continue to make Computers less dumb!
References and Resources
MindLabs and Mindswap: Google it!
Wikipedia: Google Search: Semantic web Wiki
The talk given by Hugo Mills at the Hampshire Linux Users group: Cannot find using google…
www.hantslug.org.uk/cgi-bin/wiki.pl?TechTalks/3rdJune2006