yago3
play

YAGO3: A Knowledge Base from Multilingual Wikipedias Farzaneh - PowerPoint PPT Presentation

Jan 08, 2024 •46 likes •636 views

YAGO3: A Knowledge Base from Multilingual Wikipedias Farzaneh Mahdisoltani Joanna Biega Fabian M. Suchanek CIDR 2015 2 2 John_Coltrane 2 John_Coltrane wasBornOnDate wasBornIn label 1926-09-23 Hamlet_(Town) John William

  1. YAGO3: A Knowledge Base from Multilingual Wikipedias Farzaneh Mahdisoltani Joanna Biega Fabian M. Suchanek CIDR 2015

  2. 2

  3. 2

  4. John_Coltrane 2

  5. John_Coltrane wasBornOnDate wasBornIn label “1926-09-23” Hamlet_(Town) “John William Coltrane” 2

  6. John_Coltrane wasBornOnDate wasBornIn type label “1926-09-23” American_ Hamlet_(Town) Jazz_Composer “John William Coltrane” 2

  7. John_Coltrane wasBornOnDate wasBornIn type label “1926-09-23” American_ Hamlet_(Town) Jazz_Composer “John William Coltrane” locatedIn subclassOf wordnet_composer United_States locatedIn subclassOf North_America wordnet_musician 2

  8. John_Coltrane wasBornOnDate wasBornIn type label “1926-09-23” American_ Hamlet_(Town) Jazz_Composer “John William 120M facts Coltrane” 10M entities 100 relations locatedIn subclassOf 95% precision wordnet_composer United_States locatedIn subclassOf North_America wordnet_musician 2

  9. YAGO can be used in many ways Named Entity Disambiguation 3 J. Hoffart et al., Robust Disambiguation of Named Entities in Text, EMNLP2011

  10. YAGO can be used in many ways Named Entity Semantic Culturomics Disambiguation T. Huet, J. Biega, F. M. Suchanek, Mining History with Le Monde, AKBC2013 F. M. Suchanek, N. Preda, Semantic Culturomics, VLDB2014 3 J. Hoffart et al., Robust Disambiguation of Named Entities in Text, EMNLP2011

  11. YAGO can be used in many ways Named Entity Semantic Culturomics Disambiguation Extending YAGO coverage would yield better results! T. Huet, J. Biega, F. M. Suchanek, Mining History with Le Monde, AKBC2013 F. M. Suchanek, N. Preda, Semantic Culturomics, VLDB2014 3 J. Hoffart et al., Robust Disambiguation of Named Entities in Text, EMNLP2011

  12. Multilingual wikipedias 4

  13. Multilingual wikipedias Izabella_Olszewska Tadeusz_Jurasz Local entities 4

  14. Multilingual wikipedias Local facts Izabella_Olszewska isMarriedTo Tadeusz_Jurasz Local entities 4

  15. Running YAGO on multilingual wikipedias Extraction EN ? 5

  16. Running YAGO on multilingual wikipedias Extraction EN ? Duplicate entities 5

  17. Running YAGO on multilingual wikipedias Extraction EN ? Entities with no Duplicate entities type discarded 5

  18. Running YAGO on multilingual wikipedias Extraction EN ? Entities with no Duplicate entities type discarded No facts extracted from foreign inboxes 5

  19. Running YAGO on multilingual wikipedias Extractor Extractor Theme Theme Extractor Theme Extractor Extractor Theme Theme Extractor 6

  20. Running YAGO on multilingual wikipedias Raw extraction Extractor Extractor Extractor Extractor Theme Theme Theme Theme Extractor Extractor Extractor Theme Theme Theme Extractor Extractor Extractor Theme Theme Theme Extractor Clean-up 6

  21. Tasks 1. Entities 2. Types 3. Facts 7

  22. 1. Set of Entities =? =? 8

  23. 1. Set of Entities specifies the abstraction classes 8

  24. 1. Set of Entities specifies the abstraction classes 8

  25. 2. Taxonomy construction en/John_Coltrane inCategory "Jazz Music" en/John_Coltrane inCategory "American Composers" 9

  26. 2. Taxonomy construction en/John_Coltrane inCategory "Jazz Music" en/John_Coltrane inCategory "American Composers" en/John_Coltrane type American_Composer 9

  27. 2. Taxonomy construction en/John_Coltrane inCategory "Jazz Music" en/John_Coltrane inCategory "American Composers" en/John_Coltrane type American_Composer American_Composer subclassOf wordnet_composer 9

  28. 2. Taxonomy construction English-centric! en/John_Coltrane inCategory "Jazz Music" en/John_Coltrane inCategory "American Composers" en/John_Coltrane type American_Composer American_Composer subclassOf wordnet_composer 9

  29. 2. Taxonomy construction pl/John_Coltrane inCategory pl/Ameryka ń scy_Jazzmani en/John_Coltrane inCategory "Jazz Music" en/John_Coltrane inCategory "American Composers" en/John_Coltrane type American_Composer American_Composer subclassOf wordnet_composer 9

  30. 2. Taxonomy construction pl/John_Coltrane inCategory pl/Ameryka ń scy_Jazzmani en/John_Coltrane inCategory en/American_Jazzmen en/John_Coltrane inCategory "Jazz Music" en/John_Coltrane inCategory "American Composers" en/John_Coltrane type American_Composer American_Composer subclassOf wordnet_composer 9

  31. 2. Taxonomy construction pl/John_Coltrane inCategory pl/Ameryka ń scy_Jazzmani en/John_Coltrane inCategory en/American_Jazzmen en/John_Coltrane inCategory "Jazz Music" en/John_Coltrane inCategory "American Composers" en/John_Coltrane type American_Composer en/John_Coltrane type American_Jazzman American_Composer subclassOf wordnet_composer American_Jazzman subclassOf wordnet_jazzman 9

  32. 2. Taxonomy construction pl/John_Coltrane inCategory pl/Ameryka ń scy_Jazzmani en/John_Coltrane inCategory en/American_Jazzmen en/John_Coltrane inCategory "Jazz Music" en/John_Coltrane inCategory "American Composers" en/John_Coltrane type American_Composer en/John_Coltrane type American_Jazzman American_Composer subclassOf wordnet_composer American_Jazzman subclassOf wordnet_jazzman 9

  33. 3. Fact extraction en/infobox/married 10

  34. 3. Fact extraction en/infobox/married isMarriedTo Manually defined in YAGO-EN 10

  35. 3. Fact extraction en/infobox/married isMarriedTo pl/infobox/ma łż onek 10

  36. 3. Fact extraction en/infobox/married isMarriedTo wasBornOnDate hasChild ? ? ? pl/infobox/ma łż onek 10

  37. Infobox attributes mapping pl/infobox/ma łż onek =? isMarriedTo F malzonek E isMarriedT o (Barack_Obama, Michelle_Obama) (Barack_Obama, Michelle_Obama) (Elvis_Presley, Priscilla_Presley) (Elvis_Presley, Priscilla_Presley) (John_Coltrane, Ravi Coltrane) (John_Coltrane, Alice_Coltrane) (pl/Izabella_Olszewska, pl/Tadeusz_Jurasz) 11

  38. Infobox attributes mapping pl/infobox/ma łż onek =? isMarriedTo F malzonek E isMarriedT o (Barack_Obama, Michelle_Obama) (Barack_Obama, Michelle_Obama) (Elvis_Presley, Priscilla_Presley) (Elvis_Presley, Priscilla_Presley) (John_Coltrane, Ravi Coltrane) (John_Coltrane, Alice_Coltrane) (pl/Izabella_Olszewska, pl/Tadeusz_Jurasz) Corresponding attributes will share some subject-object pairs 11

  39. Infobox attributes mapping pl/infobox/ma łż onek =? isMarriedTo F malzonek E isMarriedT o (Barack_Obama, Michelle_Obama) (Barack_Obama, Michelle_Obama) (Elvis_Presley, Priscilla_Presley) (Elvis_Presley, Priscilla_Presley) (John_Coltrane, Ravi Coltrane) (John_Coltrane, Alice_Coltrane) (pl/Izabella_Olszewska, pl/Tadeusz_Jurasz) support ( F a , E r ) = | matches ( F a , E r ) | 12

  40. Infobox attributes mapping pl/infobox/ma łż onek =? isMarriedTo F malzonek E isMarriedT o (Barack_Obama, Michelle_Obama) (Barack_Obama, Michelle_Obama) (Elvis_Presley, Priscilla_Presley) (Elvis_Presley, Priscilla_Presley) (John_Coltrane, Ravi Coltrane) (John_Coltrane, Alice_Coltrane) (pl/Izabella_Olszewska, pl/Tadeusz_Jurasz) Too restrictive for attributes with few contributions support ( F a , E r ) = | matches ( F a , E r ) | 12

  41. Infobox attributes mapping pl/infobox/ma łż onek =? isMarriedTo F malzonek E isMarriedT o (Barack_Obama, Michelle_Obama) (Barack_Obama, Michelle_Obama) (Elvis_Presley, Priscilla_Presley) (Elvis_Presley, Priscilla_Presley) (John_Coltrane, Ravi Coltrane) (John_Coltrane, Alice_Coltrane) (pl/Izabella_Olszewska, pl/Tadeusz_Jurasz) confidence ( F a , E r ) = | matches ( F a , E r ) | | contrib ( F a ) | 13

  42. Infobox attributes mapping pl/infobox/ma łż onek =? isMarriedTo F malzonek E isMarriedT o (Barack_Obama, Michelle_Obama) (Barack_Obama, Michelle_Obama) (Elvis_Presley, Priscilla_Presley) (Elvis_Presley, Priscilla_Presley) (John_Coltrane, Ravi Coltrane) (John_Coltrane, Alice_Coltrane) (pl/Izabella_Olszewska, pl/Tadeusz_Jurasz) pl/Krystyna_Pyrkosz, pl/Witold_Pyrkosz Too restrictive for attributes pl/Gra ż yna_Torbicka, pl/Adam_Torbicki pl/Szymon_Majewski, pl/Magda_Majewska with a lot of new facts but few matches confidence ( F a , E r ) = | matches ( F a , E r ) | | contrib ( F a ) | 13

  43. Infobox attributes mapping pl/infobox/ma łż onek =? isMarriedTo F malzonek E isMarriedT o (Barack_Obama, Michelle_Obama) (Barack_Obama, Michelle_Obama) (Elvis_Presley, Priscilla_Presley) (Elvis_Presley, Priscilla_Presley) (John_Coltrane, Ravi Coltrane) (John_Coltrane, Alice_Coltrane) (pl/Izabella_Olszewska, pl/Tadeusz_Jurasz) pl/Krystyna_Pyrkosz, pl/Witold_Pyrkosz pl/Gra ż yna_Torbicka, pl/Adam_Torbicki pl/Szymon_Majewski, pl/Magda_Majewska Open-world assumption | matches ( F a , E r ) | pca ( F a , E r ) = | matches ( F a , E r ) | + | clashes ( F a , E r ) | 14 L. Galarraga, C. Teflioudi, K. Hose, F. M. Suchanek, AMIE: Association Rule Mining under Incomplete Evidence in Ontological Knowledge Bases, WWW2013

Download Presentation
Download Policy: The content available on the website is offered to you 'AS IS' for your personal information and use only. It cannot be commercialized, licensed, or distributed on other websites without prior consent from the author. To download a presentation, simply click this link. If you encounter any difficulties during the download process, it's possible that the publisher has removed the file from their server.

Recommend

The Strategist: Strategy from Combination Adam Brandenburger J.P . Valles Professor,

The Strategist: Strategy from Combination Adam Brandenburger J.P . Valles Professor,

The Strategist: Strategy from Combination Adam Brandenburger J.P . Valles Professor, NYU Stern School of Business Distinguished Professor, NYU Tandon School of Engineering Faculty Director, NYU Shanghai Program on Creativity +

387 views • 18 slides
DG-KFVS schemes for convection-diffusion equations Praveen. C Center for Applicable Mathematics

DG-KFVS schemes for convection-diffusion equations Praveen. C Center for Applicable Mathematics

DG-KFVS schemes for convection-diffusion equations Praveen. C Center for Applicable Mathematics Tata Institute of Fundamental Research Bangalore 560065 http://math.tifrbng.res.in/~praveen Dept. of Mathematics, IISER Pune 25 March, 2014 1 /

1.23k views • 73 slides
Analysis of the Occurrence of Laughter in Meetings Kornel Laskowski 1 , 2 & Susanne Burger 2 1

Analysis of the Occurrence of Laughter in Meetings Kornel Laskowski 1 , 2 & Susanne Burger 2 1

Introduction Data Analysis Conclusions Analysis of the Occurrence of Laughter in Meetings Kornel Laskowski 1 , 2 & Susanne Burger 2 1 interACT, Universit at Karlsruhe 2 interACT, Carnegie Mellon University August 29, 2007 Kornel

907 views • 78 slides
I N A NUTSHELL ... Efficent visualization tool : for small sample continuous datasets

I N A NUTSHELL ... Efficent visualization tool : for small sample continuous datasets

1 A G RAPHICAL T OOL FOR THE D ETECTION OF M ODES IN C ONTINUOUS D ATA Thomas Burger & Thierry Dhorne (Lab-STICC) Thomas Burger 2 O UTLINES 1. Visual representations/mode estimation of small size continuous-valued datasets 2. Density

434 views • 19 slides
A random walk on moving spheres approach for the simulation of Bessel hitting times S. Herrmann

A random walk on moving spheres approach for the simulation of Bessel hitting times S. Herrmann

A random walk on moving spheres approach for the simulation of Bessel hitting times S. Herrmann University of Burgundy, Dijon, France joint work with M. Deaconu (INRIA Nancy, France) February th S.Herrmann (University of

287 views • 16 slides
A symplectic Kovacics algorithm in dimension 4 Thierry COMBOT University of Burgundy, Dijon

A symplectic Kovacics algorithm in dimension 4 Thierry COMBOT University of Burgundy, Dijon

Symplectic Operators A Kovacic-style algorithm A symplectic Kovacic algorithm Examples A symplectic Kovacics algorithm in dimension 4 Thierry COMBOT University of Burgundy, Dijon Joint work with Camilo SANABRIA, Universidad de los Andes,

405 views • 19 slides
The Hidden Side of Transracial Adoptees POCC 2019: December 6, 2019 Tina Fox The Park School,

The Hidden Side of Transracial Adoptees POCC 2019: December 6, 2019 Tina Fox The Park School,

The Hidden Side of Transracial Adoptees POCC 2019: December 6, 2019 Tina Fox The Park School, MA Amanda Friedman Miss Porter's School, CT PRESENTERS Matt Goldman Burgundy Farm Country Day School, VA Jenny Hammond Deerfield Academy, MA

691 views • 21 slides
From stochastic resonance to stationary measures of McKean-Vlasov type equations S. Herrmann

From stochastic resonance to stationary measures of McKean-Vlasov type equations S. Herrmann

From stochastic resonance to stationary measures of McKean-Vlasov type equations S. Herrmann Institut de Mathmatiques de Bourgogne joint work with P. Imkeller (Berlin - D), D. Peithmann (Berlin - D), J. Tugaut (Bielefeld - D) October 6,

157 views • 14 slides
Theoretical Physics at FNAL Andr e de Gouv ea Northwestern University June 7, 2017 FNAL

Theoretical Physics at FNAL Andr e de Gouv ea Northwestern University June 7, 2017 FNAL

Andr e de Gouv ea Northwestern Theoretical Physics at FNAL Andr e de Gouv ea Northwestern University June 7, 2017 FNAL Theory Andr e de Gouv ea Northwestern Why Me? (+Disclaimer) I first came to FNAL in the winter of 1994

334 views • 30 slides
Contractarianisms and Markets Peter Vanderschraaf Department of Political Economy and Moral

Contractarianisms and Markets Peter Vanderschraaf Department of Political Economy and Moral

Contractarianisms and Markets Peter Vanderschraaf Department of Political Economy and Moral Science University of Arizona Vanderschraaf, Contractarianisms and Markets, 1 A contractarian analysis of markets? What sort of social contract theory?

631 views • 27 slides
The Random Subgraph Model for the Analysis of an Ecclesiastical Network in Merovingian Gaul

The Random Subgraph Model for the Analysis of an Ecclesiastical Network in Merovingian Gaul

The Random Subgraph Model for the Analysis of an Ecclesiastical Network in Merovingian Gaul Charles Bouveyron Laboratoire MAP5, UMR CNRS 8145 Universit Paris Descartes This is a joint work with Y. Jernite, P. Latouche, P. Rivera, L. Jegou

824 views • 57 slides
Union Congregational Church Adult Sunday School September 29, 2013 Franois Fnelon

Union Congregational Church Adult Sunday School September 29, 2013 Franois Fnelon

Union Congregational Church Adult Sunday School September 29, 2013 Franois Fnelon Devotional Classic = a kind of writing that has stood the test of time and that seeks to form the soul before God. 9/22: St. Augustine (pp. 55-61)

405 views • 22 slides
Why and how you should build and run your own Internet Access Provider, or at least try TL;DR: Y

Why and how you should build and run your own Internet Access Provider, or at least try TL;DR: Y

Why and how you should build and run your own Internet Access Provider, or at least try TL;DR: Y U NO ISP taziden ffdn.org/en DISCLAIMER access hosting transit What do these places have in common? There is a community-driven ISP in each

465 views • 44 slides
Video scene analysis for a configurable hardware accelerator dedicated to Smart-camera Imen

Video scene analysis for a configurable hardware accelerator dedicated to Smart-camera Imen

Video scene analysis for a configurable hardware accelerator dedicated to Smart-camera Imen Charfi, Wajdi Elhamzi, Julien Dubois, Mohamed Atri, Johel Mitran Le2i lab, Burgundy University (France) EE lab, Monastir University (Tunisia) 1

800 views • 33 slides
Notice of Funding Availability (NOFA) for the Fiscal Years 2013 and 2014 Continuum of Care

Notice of Funding Availability (NOFA) for the Fiscal Years 2013 and 2014 Continuum of Care

Notice of Funding Availability (NOFA) for the Fiscal Years 2013 and 2014 Continuum of Care Program Broadcast Office of Special Needs Assistance Programs December 3, 2013 Broadcast Overview A. Policy Priorities B. Budget Limitations and

784 views • 51 slides
Statistical network clustering: some recent advances and applications to digital humanities

Statistical network clustering: some recent advances and applications to digital humanities

Statistical network clustering: some recent advances and applications to digital humanities Charles Bouveyron Laboratoire MAP5, UMR CNRS 8145 Universit Paris Descartes charles.bouveyron@parisdescartes.fr @cbouveyron 1 Disclaimer

1.03k views • 66 slides
Botanical Name Common Name CA Native TREES Acer palmatum Japanese Maple SHRUBS

Botanical Name Common Name CA Native TREES Acer palmatum Japanese Maple SHRUBS

Shary Rosenbaum's plant list, Moraga Botanical Name Common Name CA Native TREES Acer palmatum Japanese Maple SHRUBS Arctostaphylos 'Dr. Hurd' Manzanita X Arctostaphylos 'Emerald Carpet' Manzanita X Arctostaphylos 'Howard McMinn'

57 views • 4 slides
Teachers Pay Award 2020 Launch of the LGA survey to inform NEOST consultation response Selena

Teachers Pay Award 2020 Launch of the LGA survey to inform NEOST consultation response Selena

Teachers Pay Award 2020 Launch of the LGA survey to inform NEOST consultation response Selena Lansley (Senior Adviser) www.local.gov.uk Cover Overview of the National Employers (NEOST) Launch of the teachers pay 2020 one stop

180 views • 7 slides
Cameron Barrie Client Principal at Bilue cameron@bilue.com.au @whalec Mobile at Warp Speed If

Cameron Barrie Client Principal at Bilue cameron@bilue.com.au @whalec Mobile at Warp Speed If

Cameron Barrie Client Principal at Bilue cameron@bilue.com.au @whalec Mobile at Warp Speed If youre not disrupting , youre likely being disrupted A quick survey Worst upgrade ever!!!!! Now I cant even log in, most useless app out of

1.19k views • 75 slides
Webinar October Payments: Termination With Guest Speaker Karen Gough - 39 Essex Chambers Bill

Webinar October Payments: Termination With Guest Speaker Karen Gough - 39 Essex Chambers Bill

Webinar October Payments: Termination With Guest Speaker Karen Gough - 39 Essex Chambers Bill Barton - Barton Legal The Trials and Tribulations of Termination KAREN GOUGH 39 ESSEX CHAMBERS The Trials and Tribulations of Termination

359 views • 31 slides
Dr. Hoang Huu Hanh, SoST DoIT, HUSC hanh-at-hueuni.edu.vn 2 3 Introduction to Ontologies

Dr. Hoang Huu Hanh, SoST DoIT, HUSC hanh-at-hueuni.edu.vn 2 3 Introduction to Ontologies

Dr. Hoang Huu Hanh, SoST DoIT, HUSC hanh-at-hueuni.edu.vn 2 3 Introduction to Ontologies Ontology Engineering 4 Section 1 Ontology in Philosophy: The metaphysical study of the nature of being and existence

899 views • 55 slides
Fee Structure, Return Chasing, and Mutual Fund Choice: an Experiment Mikhail Anufriev a Te Bao b

Fee Structure, Return Chasing, and Mutual Fund Choice: an Experiment Mikhail Anufriev a Te Bao b

Research Question Experimental Design Experimental Results Fee Structure, Return Chasing, and Mutual Fund Choice: an Experiment Mikhail Anufriev a Te Bao b Angela Sutan c Jan Tuinstra d a University of Technology Sydney b University of Groningen

350 views • 34 slides
On-campus opportunities Principles of Journalism Jan. 18, 2018 Being a reporter is as much a

On-campus opportunities Principles of Journalism Jan. 18, 2018 Being a reporter is as much a

On-campus opportunities Principles of Journalism Jan. 18, 2018 Being a reporter is as much a diagnosis as a job description. Anna Quindlen, NYT columnist, book author Who you are IowaWatch KRUI The DI (and DITV)

530 views • 10 slides
Julie Deane Founder Collaborations Embossing Service Google Delisted 127URLS

Julie Deane Founder Collaborations Embossing Service Google Delisted 127URLS

Julie Deane Founder Collaborations Embossing Service Google Delisted 127URLS http://www.cambridgesatchelsco.com/cambridge-satchels-co-13-inch-leather-batchel-red-p-8.html http://cambridgesatchelsco.com/

366 views • 8 slides

More recommend