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ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12....

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ANCHOR-FLOOD: RESULTS FOR ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge Data Engineering Laboratory Toyohashi University of Technology Japan Toyohashi University of Technology, Japan
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Page 1: ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12. 7. · ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge

ANCHOR-FLOOD: RESULTS FORANCHOR-FLOOD: RESULTS FOROAEI-2009

Md. Hanif Seddiqui and Masaki AonoKnowledge Data Engineering Laboratory

Toyohashi University of Technology JapanToyohashi University of Technology, Japan

Page 2: ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12. 7. · ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge

OUR CONTENTS

Anchor-Flood for Ontology AlignmentBenchmarksBenchmarksAnatomyC fConferenceDirectory

I t M t hi Instance Matching IIMB Benchmarks

Page 3: ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12. 7. · ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge

OUR CONTENTS

Anchor-Flood for Ontology AlignmentI t M t hi Instance Matching

Page 4: ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12. 7. · ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge

O A A EONTOLOGY ALIGNMENT: AN EXAMPLE

pig

Ontology BOntology A Aligning TWOOntologies ?

animal

pig

mouseNow with Anchors?

Ontologies ?NxM comparisonsIn Brute-Force

fish

Page 5: ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12. 7. · ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge

OUR ONTOLOGY ALIGNMENT TECHNIQUE

Ontology AOntology B

pig

Aligned

Anchor-Flood works faster !!

Page 6: ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12. 7. · ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge

ANCHOR-FLOOD ALGORITHM

Page 7: ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12. 7. · ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge

FINDINGSFINDINGS

Block Size vs Elapsed TimeBlock Size vs. Elapsed TimeTwo depth children from anchor-concept c+ one depth children from parents(c) +

Grandparents/ 1 depth

p p ( )one depth children from grandparents(c)on anatomy track

Parents / 1 depth

Elapsed time approx. 15 sec.Decreasing recallGood precision

Anchor-concept / 2

depthGood precision

Two depth children from anchor-concept Grandparents/ 1 d th

depth

Two depth children from anchor concept c+ two depth children from parents(c) + one depth children from grandparents(c)

1 depth

Parents / 2 on anatomy trackElapsed time approx. 4 min.I ll

Parents / 2 depth

Increase recallDecrease precision

Anchor-concept / 2

depth

Page 8: ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12. 7. · ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge

OUR CONTENTS

Anchor-Flood for Ontology AlignmentI t M t hi Instance Matching

Page 9: ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12. 7. · ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge

SEMANTIC LINK CLOUD: OUR UNIQUENESSSEMANTIC LINK CLOUD: OUR UNIQUENESS

Resource Audio Album

depicts

Time

CreatorMultimediaContentTitle

Nov, 2007

hasCreatorhasCreationDate

Creation

Britney Spears

BlackouthasTitle

Blackout

Britney Spears

USA

hasCreationLocation

an instance is defined as a part of knowledge that includes li k d t ti th i tlinked concepts, properties, other instances

to specify its meaning. We call this as a ‘Semantic Link Cloud’

Page 10: ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12. 7. · ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge

INSTANCE MATCHING ALGORITHM

Page 11: ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12. 7. · ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge

INSTANCE MATCHER

Page 12: ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12. 7. · ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge

RESULTS

Please visit OAEI-2009 website for the detail results of aflood stands for Anchor Floodresults of aflood, stands for Anchor-Flood

Page 13: ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12. 7. · ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge

CONCLUSIONS AND FUTURE WORK

Anchor-Flood algorithm run faster due to its unique way of divide and conquer F I M hi d S i li k i d For Instance Matching, we used Semantic links associated to each of the Instances.

Future WorkFuture WorkTo consider Semantic Similarity among concepts of a taxonomy to reduce the size of block and hence to decrease th ti d t i th ffi ithe runtime and to increase the efficiency.Improve the runtime of Instance Matching

You can download our system through-www.kde.ics.tut.ac.jp/~hanif/res/2009/anchor flood.zipwww.kde.ics.tut.ac.jp/ hanif/res/2009/anchor_flood.zip

Related Paper: Md.H. Seddiqui and M. Aono, An Efficient and Scalable Algorithm for Segmented Alignment of Ontologies of Arbitrary Size, Web Semantics (to be published)( p )

Page 14: ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12. 7. · ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge

TTHANK YOU

Page 15: ANCHOR-FLOOD ESULTS FOR OAEI-2009disi.unitn.it/~p2p/OM-2009/slides_aflood_oaei09.pdf · 2009. 12. 7. · ANCHOR-FLOOD: RESULTS FOR OAEI-2009 Md. Hanif Seddiqui and Masaki Aono Knowledge

CHALLENGES

Varying Block SizeIncrease block size by the neighbors of sufficient depthIncrease block size by the neighbors of sufficient depthDecrease block size by considering semantic similarity

Varying threshold Varying threshold


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