SlideShare une entreprise Scribd logo
Entity Linking with Multiple 
Knowledge Bases: an Ontology 
Modularization Approach 
Bianca Pereira 
bianca.pereira@insight-centre.org 
Doctoral Consortium – ISWC 2014
Problem 
Marco Nanini performed very well as Alberto in Copacabana movie. 
© Insight 2014. All Rights Reserved 
? 
16 
11 
>90
State of the art 
Zemanta and Alchemy API Sil et al. 
DeMartini et al. 
Boyce-Codd 
Normal Form
Preliminary Results 
• Can we apply state-of-the-art algorithms for Entity Linking with other 
Knowledge Bases? 
Knowledge Base F-Score 
0.87 
0.54 
me 32 
(Andrea Moro, Alessandro Raganato, Roberto Navigli. Entity Linking meets Word 
Sense Disambiguation: a Unified Approach. Transactions of the Association for 
Computational Linguistics, v. 2, 2014.)
Research Questions 
• What are the textual and Knowledge Base features most relevant for Entity 
Linking? 
mentio 
n 
mentio verb ? 
n 
Marco Nanini performed very well as Alberto in Copacabana movie. 
• Is it feasible to achieve comparable performance to Knowledge Base specific 
approaches? 
Context specific modules 
Marco Nanini 
Copacabana (2001) Copacabana 
Alberto
Approach 
Entity Linking 
Mention 
Recognition 
Candidate 
Selection 
Disambiguation
Evaluation Plan 
• Features 
• Method 
Mention 
Recognition 
Candidate 
Selection 
Disambiguation
Reflections 
And if I fail?

Contenu connexe

Similaire à Entity Linking with Multiple Knowledge Bases: an Ontology Modularization Approach

Lak12 - Leeds - Deriving Group Profiles from Social Media
Lak12 - Leeds - Deriving Group Profiles from Social Media Lak12 - Leeds - Deriving Group Profiles from Social Media
Lak12 - Leeds - Deriving Group Profiles from Social Media
lydia-lau
 
The Challenges of Affect Detection in the Social Programmer Ecosystem
The Challenges of Affect Detection in the Social Programmer EcosystemThe Challenges of Affect Detection in the Social Programmer Ecosystem
The Challenges of Affect Detection in the Social Programmer Ecosystem
Nicole Novielli
 
Nlp research presentation
Nlp research presentationNlp research presentation
Nlp research presentation
Surya Sg
 
Experimenting with eXtreme Design (EKAW2010)
Experimenting with eXtreme Design (EKAW2010)Experimenting with eXtreme Design (EKAW2010)
Experimenting with eXtreme Design (EKAW2010)
evabl444
 
Semantics Helps Connect the Dots
Semantics Helps Connect the DotsSemantics Helps Connect the Dots
Semantics Helps Connect the Dots
Alicia Harapko
 
Integrating digital traces into a semantic enriched data
Integrating digital traces into a semantic enriched dataIntegrating digital traces into a semantic enriched data
Integrating digital traces into a semantic enriched data
Dhaval Thakker
 
Conf 2012-empirikom3
Conf 2012-empirikom3Conf 2012-empirikom3
Conf 2012-empirikom3
Clay Spinuzzi
 
Automated Cognitive Presence Detection in Online Discussion Transcripts
Automated Cognitive Presence Detection in Online Discussion TranscriptsAutomated Cognitive Presence Detection in Online Discussion Transcripts
Automated Cognitive Presence Detection in Online Discussion Transcripts
Vitomir Kovanovic
 
IRJET- Survey on Deep Learning Approaches for Phrase Structure Identification...
IRJET- Survey on Deep Learning Approaches for Phrase Structure Identification...IRJET- Survey on Deep Learning Approaches for Phrase Structure Identification...
IRJET- Survey on Deep Learning Approaches for Phrase Structure Identification...
IRJET Journal
 
Introduction to Advance Qualitative Methods
Introduction to Advance Qualitative MethodsIntroduction to Advance Qualitative Methods
Introduction to Advance Qualitative Methods
Katrina Pritchard
 
Opinion Mining for Software Engineering
Opinion Mining for Software EngineeringOpinion Mining for Software Engineering
Opinion Mining for Software Engineering
Alexander Serebrenik
 
Weapons of Math Construction
Weapons of Math ConstructionWeapons of Math Construction
Weapons of Math Construction
Valeria de Paiva
 
Towards a Pedagogy of Comparative Visualization in 3D Design Disciplines
Towards a Pedagogy of Comparative Visualization in 3D Design DisciplinesTowards a Pedagogy of Comparative Visualization in 3D Design Disciplines
Towards a Pedagogy of Comparative Visualization in 3D Design Disciplines
Bond University
 
Continual Learning: Another Step Towards Truly Intelligent Machines
Continual Learning: Another Step Towards Truly Intelligent MachinesContinual Learning: Another Step Towards Truly Intelligent Machines
Continual Learning: Another Step Towards Truly Intelligent Machines
Vincenzo Lomonaco
 
CMPE258 Short story.pptx
CMPE258 Short story.pptxCMPE258 Short story.pptx
CMPE258 Short story.pptx
ChirudeepGorle
 
Multi modal retrieval and generation with deep distributed models
Multi modal retrieval and generation with deep distributed modelsMulti modal retrieval and generation with deep distributed models
Multi modal retrieval and generation with deep distributed models
Roelof Pieters
 
Is Augmented Reality Robot as Effective as Physical Robot in Motivating Stude...
Is Augmented Reality Robot as Effective as Physical Robot in Motivating Stude...Is Augmented Reality Robot as Effective as Physical Robot in Motivating Stude...
Is Augmented Reality Robot as Effective as Physical Robot in Motivating Stude...
Oka Kurniawan
 
Content Complexity, Similarity, and Consistency in Social Media: A Deep Learn...
Content Complexity, Similarity, and Consistency in Social Media: A Deep Learn...Content Complexity, Similarity, and Consistency in Social Media: A Deep Learn...
Content Complexity, Similarity, and Consistency in Social Media: A Deep Learn...
Gene Moo Lee
 
Designing Rebo, the Reflection Guidance Chatbot - Poster
Designing Rebo, the Reflection Guidance Chatbot - PosterDesigning Rebo, the Reflection Guidance Chatbot - Poster
Designing Rebo, the Reflection Guidance Chatbot - Poster
IrmtraudWolfbauer
 
A Benchmark Study on Sentiment Analysis for Software Engineering Research
A Benchmark Study on Sentiment Analysis for Software Engineering ResearchA Benchmark Study on Sentiment Analysis for Software Engineering Research
A Benchmark Study on Sentiment Analysis for Software Engineering Research
Nicole Novielli
 

Similaire à Entity Linking with Multiple Knowledge Bases: an Ontology Modularization Approach (20)

Lak12 - Leeds - Deriving Group Profiles from Social Media
Lak12 - Leeds - Deriving Group Profiles from Social Media Lak12 - Leeds - Deriving Group Profiles from Social Media
Lak12 - Leeds - Deriving Group Profiles from Social Media
 
The Challenges of Affect Detection in the Social Programmer Ecosystem
The Challenges of Affect Detection in the Social Programmer EcosystemThe Challenges of Affect Detection in the Social Programmer Ecosystem
The Challenges of Affect Detection in the Social Programmer Ecosystem
 
Nlp research presentation
Nlp research presentationNlp research presentation
Nlp research presentation
 
Experimenting with eXtreme Design (EKAW2010)
Experimenting with eXtreme Design (EKAW2010)Experimenting with eXtreme Design (EKAW2010)
Experimenting with eXtreme Design (EKAW2010)
 
Semantics Helps Connect the Dots
Semantics Helps Connect the DotsSemantics Helps Connect the Dots
Semantics Helps Connect the Dots
 
Integrating digital traces into a semantic enriched data
Integrating digital traces into a semantic enriched dataIntegrating digital traces into a semantic enriched data
Integrating digital traces into a semantic enriched data
 
Conf 2012-empirikom3
Conf 2012-empirikom3Conf 2012-empirikom3
Conf 2012-empirikom3
 
Automated Cognitive Presence Detection in Online Discussion Transcripts
Automated Cognitive Presence Detection in Online Discussion TranscriptsAutomated Cognitive Presence Detection in Online Discussion Transcripts
Automated Cognitive Presence Detection in Online Discussion Transcripts
 
IRJET- Survey on Deep Learning Approaches for Phrase Structure Identification...
IRJET- Survey on Deep Learning Approaches for Phrase Structure Identification...IRJET- Survey on Deep Learning Approaches for Phrase Structure Identification...
IRJET- Survey on Deep Learning Approaches for Phrase Structure Identification...
 
Introduction to Advance Qualitative Methods
Introduction to Advance Qualitative MethodsIntroduction to Advance Qualitative Methods
Introduction to Advance Qualitative Methods
 
Opinion Mining for Software Engineering
Opinion Mining for Software EngineeringOpinion Mining for Software Engineering
Opinion Mining for Software Engineering
 
Weapons of Math Construction
Weapons of Math ConstructionWeapons of Math Construction
Weapons of Math Construction
 
Towards a Pedagogy of Comparative Visualization in 3D Design Disciplines
Towards a Pedagogy of Comparative Visualization in 3D Design DisciplinesTowards a Pedagogy of Comparative Visualization in 3D Design Disciplines
Towards a Pedagogy of Comparative Visualization in 3D Design Disciplines
 
Continual Learning: Another Step Towards Truly Intelligent Machines
Continual Learning: Another Step Towards Truly Intelligent MachinesContinual Learning: Another Step Towards Truly Intelligent Machines
Continual Learning: Another Step Towards Truly Intelligent Machines
 
CMPE258 Short story.pptx
CMPE258 Short story.pptxCMPE258 Short story.pptx
CMPE258 Short story.pptx
 
Multi modal retrieval and generation with deep distributed models
Multi modal retrieval and generation with deep distributed modelsMulti modal retrieval and generation with deep distributed models
Multi modal retrieval and generation with deep distributed models
 
Is Augmented Reality Robot as Effective as Physical Robot in Motivating Stude...
Is Augmented Reality Robot as Effective as Physical Robot in Motivating Stude...Is Augmented Reality Robot as Effective as Physical Robot in Motivating Stude...
Is Augmented Reality Robot as Effective as Physical Robot in Motivating Stude...
 
Content Complexity, Similarity, and Consistency in Social Media: A Deep Learn...
Content Complexity, Similarity, and Consistency in Social Media: A Deep Learn...Content Complexity, Similarity, and Consistency in Social Media: A Deep Learn...
Content Complexity, Similarity, and Consistency in Social Media: A Deep Learn...
 
Designing Rebo, the Reflection Guidance Chatbot - Poster
Designing Rebo, the Reflection Guidance Chatbot - PosterDesigning Rebo, the Reflection Guidance Chatbot - Poster
Designing Rebo, the Reflection Guidance Chatbot - Poster
 
A Benchmark Study on Sentiment Analysis for Software Engineering Research
A Benchmark Study on Sentiment Analysis for Software Engineering ResearchA Benchmark Study on Sentiment Analysis for Software Engineering Research
A Benchmark Study on Sentiment Analysis for Software Engineering Research
 

Plus de Bianca Pereira

Dealing with writer's block
Dealing with writer's blockDealing with writer's block
Dealing with writer's block
Bianca Pereira
 
HCI Challenges in Crowd4Access Citizen Science project
HCI Challenges in Crowd4Access Citizen Science projectHCI Challenges in Crowd4Access Citizen Science project
HCI Challenges in Crowd4Access Citizen Science project
Bianca Pereira
 
Taxonomy Extraction for Customer Service Knowledge Base Construction
Taxonomy Extraction for Customer Service Knowledge Base ConstructionTaxonomy Extraction for Customer Service Knowledge Base Construction
Taxonomy Extraction for Customer Service Knowledge Base Construction
Bianca Pereira
 
How to build your topic?
How to build your topic?How to build your topic?
How to build your topic?
Bianca Pereira
 
Dealing with writer's block
Dealing with writer's blockDealing with writer's block
Dealing with writer's block
Bianca Pereira
 
Smart Futures presentation at St. Raphael's College
Smart Futures presentation at St. Raphael's CollegeSmart Futures presentation at St. Raphael's College
Smart Futures presentation at St. Raphael's College
Bianca Pereira
 
Compreensão de Linguagem Natural no Insight: Construindo a Ponte entre Texto ...
Compreensão de Linguagem Natural no Insight: Construindo a Ponte entre Texto ...Compreensão de Linguagem Natural no Insight: Construindo a Ponte entre Texto ...
Compreensão de Linguagem Natural no Insight: Construindo a Ponte entre Texto ...
Bianca Pereira
 
Tutorial de Web Semântica - CompSem 2015
Tutorial de Web Semântica - CompSem 2015Tutorial de Web Semântica - CompSem 2015
Tutorial de Web Semântica - CompSem 2015
Bianca Pereira
 
DBpedia as Gaeilge Chapter
DBpedia as Gaeilge ChapterDBpedia as Gaeilge Chapter
DBpedia as Gaeilge Chapter
Bianca Pereira
 
PhD Day: Adaptive Entity Linking
PhD Day: Adaptive Entity LinkingPhD Day: Adaptive Entity Linking
PhD Day: Adaptive Entity Linking
Bianca Pereira
 
PhD Day: Entity Linking using Generic Linked Data Datasets
PhD Day: Entity Linking using Generic Linked Data DatasetsPhD Day: Entity Linking using Generic Linked Data Datasets
PhD Day: Entity Linking using Generic Linked Data Datasets
Bianca Pereira
 
PhD Day: Entity Linking using Ontology Modularization
PhD Day: Entity Linking using Ontology ModularizationPhD Day: Entity Linking using Ontology Modularization
PhD Day: Entity Linking using Ontology Modularization
Bianca Pereira
 
NUIG Research Showcase 2014
NUIG Research Showcase 2014NUIG Research Showcase 2014
NUIG Research Showcase 2014
Bianca Pereira
 
AELA: An Adaptive Entity Linking Approach
AELA: An Adaptive Entity Linking ApproachAELA: An Adaptive Entity Linking Approach
AELA: An Adaptive Entity Linking Approach
Bianca Pereira
 
How to Make Your Content Smarter
How to Make Your Content SmarterHow to Make Your Content Smarter
How to Make Your Content Smarter
Bianca Pereira
 
Reading Group 2013 (DERI NUIG)
Reading Group 2013 (DERI NUIG)Reading Group 2013 (DERI NUIG)
Reading Group 2013 (DERI NUIG)
Bianca Pereira
 
Reading Group 2014 (Insight NUIG)
Reading Group 2014 (Insight NUIG)Reading Group 2014 (Insight NUIG)
Reading Group 2014 (Insight NUIG)
Bianca Pereira
 

Plus de Bianca Pereira (17)

Dealing with writer's block
Dealing with writer's blockDealing with writer's block
Dealing with writer's block
 
HCI Challenges in Crowd4Access Citizen Science project
HCI Challenges in Crowd4Access Citizen Science projectHCI Challenges in Crowd4Access Citizen Science project
HCI Challenges in Crowd4Access Citizen Science project
 
Taxonomy Extraction for Customer Service Knowledge Base Construction
Taxonomy Extraction for Customer Service Knowledge Base ConstructionTaxonomy Extraction for Customer Service Knowledge Base Construction
Taxonomy Extraction for Customer Service Knowledge Base Construction
 
How to build your topic?
How to build your topic?How to build your topic?
How to build your topic?
 
Dealing with writer's block
Dealing with writer's blockDealing with writer's block
Dealing with writer's block
 
Smart Futures presentation at St. Raphael's College
Smart Futures presentation at St. Raphael's CollegeSmart Futures presentation at St. Raphael's College
Smart Futures presentation at St. Raphael's College
 
Compreensão de Linguagem Natural no Insight: Construindo a Ponte entre Texto ...
Compreensão de Linguagem Natural no Insight: Construindo a Ponte entre Texto ...Compreensão de Linguagem Natural no Insight: Construindo a Ponte entre Texto ...
Compreensão de Linguagem Natural no Insight: Construindo a Ponte entre Texto ...
 
Tutorial de Web Semântica - CompSem 2015
Tutorial de Web Semântica - CompSem 2015Tutorial de Web Semântica - CompSem 2015
Tutorial de Web Semântica - CompSem 2015
 
DBpedia as Gaeilge Chapter
DBpedia as Gaeilge ChapterDBpedia as Gaeilge Chapter
DBpedia as Gaeilge Chapter
 
PhD Day: Adaptive Entity Linking
PhD Day: Adaptive Entity LinkingPhD Day: Adaptive Entity Linking
PhD Day: Adaptive Entity Linking
 
PhD Day: Entity Linking using Generic Linked Data Datasets
PhD Day: Entity Linking using Generic Linked Data DatasetsPhD Day: Entity Linking using Generic Linked Data Datasets
PhD Day: Entity Linking using Generic Linked Data Datasets
 
PhD Day: Entity Linking using Ontology Modularization
PhD Day: Entity Linking using Ontology ModularizationPhD Day: Entity Linking using Ontology Modularization
PhD Day: Entity Linking using Ontology Modularization
 
NUIG Research Showcase 2014
NUIG Research Showcase 2014NUIG Research Showcase 2014
NUIG Research Showcase 2014
 
AELA: An Adaptive Entity Linking Approach
AELA: An Adaptive Entity Linking ApproachAELA: An Adaptive Entity Linking Approach
AELA: An Adaptive Entity Linking Approach
 
How to Make Your Content Smarter
How to Make Your Content SmarterHow to Make Your Content Smarter
How to Make Your Content Smarter
 
Reading Group 2013 (DERI NUIG)
Reading Group 2013 (DERI NUIG)Reading Group 2013 (DERI NUIG)
Reading Group 2013 (DERI NUIG)
 
Reading Group 2014 (Insight NUIG)
Reading Group 2014 (Insight NUIG)Reading Group 2014 (Insight NUIG)
Reading Group 2014 (Insight NUIG)
 

Dernier

不能毕业如何获得(USYD毕业证)悉尼大学毕业证成绩单一比一原版制作
不能毕业如何获得(USYD毕业证)悉尼大学毕业证成绩单一比一原版制作不能毕业如何获得(USYD毕业证)悉尼大学毕业证成绩单一比一原版制作
不能毕业如何获得(USYD毕业证)悉尼大学毕业证成绩单一比一原版制作
bseovas
 
办理毕业证(NYU毕业证)纽约大学毕业证成绩单官方原版办理
办理毕业证(NYU毕业证)纽约大学毕业证成绩单官方原版办理办理毕业证(NYU毕业证)纽约大学毕业证成绩单官方原版办理
办理毕业证(NYU毕业证)纽约大学毕业证成绩单官方原版办理
uehowe
 
一比一原版(USYD毕业证)悉尼大学毕业证如何办理
一比一原版(USYD毕业证)悉尼大学毕业证如何办理一比一原版(USYD毕业证)悉尼大学毕业证如何办理
一比一原版(USYD毕业证)悉尼大学毕业证如何办理
k4ncd0z
 
Gen Z and the marketplaces - let's translate their needs
Gen Z and the marketplaces - let's translate their needsGen Z and the marketplaces - let's translate their needs
Gen Z and the marketplaces - let's translate their needs
Laura Szabó
 
快速办理(新加坡SMU毕业证书)新加坡管理大学毕业证文凭证书一模一样
快速办理(新加坡SMU毕业证书)新加坡管理大学毕业证文凭证书一模一样快速办理(新加坡SMU毕业证书)新加坡管理大学毕业证文凭证书一模一样
快速办理(新加坡SMU毕业证书)新加坡管理大学毕业证文凭证书一模一样
3a0sd7z3
 
怎么办理(umiami毕业证书)美国迈阿密大学毕业证文凭证书实拍图原版一模一样
怎么办理(umiami毕业证书)美国迈阿密大学毕业证文凭证书实拍图原版一模一样怎么办理(umiami毕业证书)美国迈阿密大学毕业证文凭证书实拍图原版一模一样
怎么办理(umiami毕业证书)美国迈阿密大学毕业证文凭证书实拍图原版一模一样
rtunex8r
 
存档可查的(USC毕业证)南加利福尼亚大学毕业证成绩单制做办理
存档可查的(USC毕业证)南加利福尼亚大学毕业证成绩单制做办理存档可查的(USC毕业证)南加利福尼亚大学毕业证成绩单制做办理
存档可查的(USC毕业证)南加利福尼亚大学毕业证成绩单制做办理
fovkoyb
 
成绩单ps(UST毕业证)圣托马斯大学毕业证成绩单快速办理
成绩单ps(UST毕业证)圣托马斯大学毕业证成绩单快速办理成绩单ps(UST毕业证)圣托马斯大学毕业证成绩单快速办理
成绩单ps(UST毕业证)圣托马斯大学毕业证成绩单快速办理
ysasp1
 
manuaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaal
manuaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaalmanuaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaal
manuaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaal
wolfsoftcompanyco
 
Ready to Unlock the Power of Blockchain!
Ready to Unlock the Power of Blockchain!Ready to Unlock the Power of Blockchain!
Ready to Unlock the Power of Blockchain!
Toptal Tech
 
办理新西兰奥克兰大学毕业证学位证书范本原版一模一样
办理新西兰奥克兰大学毕业证学位证书范本原版一模一样办理新西兰奥克兰大学毕业证学位证书范本原版一模一样
办理新西兰奥克兰大学毕业证学位证书范本原版一模一样
xjq03c34
 
Design Thinking NETFLIX using all techniques.pptx
Design Thinking NETFLIX using all techniques.pptxDesign Thinking NETFLIX using all techniques.pptx
Design Thinking NETFLIX using all techniques.pptx
saathvikreddy2003
 
留学挂科(UofM毕业证)明尼苏达大学毕业证成绩单复刻办理
留学挂科(UofM毕业证)明尼苏达大学毕业证成绩单复刻办理留学挂科(UofM毕业证)明尼苏达大学毕业证成绩单复刻办理
留学挂科(UofM毕业证)明尼苏达大学毕业证成绩单复刻办理
uehowe
 
办理毕业证(UPenn毕业证)宾夕法尼亚大学毕业证成绩单快速办理
办理毕业证(UPenn毕业证)宾夕法尼亚大学毕业证成绩单快速办理办理毕业证(UPenn毕业证)宾夕法尼亚大学毕业证成绩单快速办理
办理毕业证(UPenn毕业证)宾夕法尼亚大学毕业证成绩单快速办理
uehowe
 
Should Repositories Participate in the Fediverse?
Should Repositories Participate in the Fediverse?Should Repositories Participate in the Fediverse?
Should Repositories Participate in the Fediverse?
Paul Walk
 
HijackLoader Evolution: Interactive Process Hollowing
HijackLoader Evolution: Interactive Process HollowingHijackLoader Evolution: Interactive Process Hollowing
HijackLoader Evolution: Interactive Process Hollowing
Donato Onofri
 
[HUN][hackersuli] Red Teaming alapok 2024
[HUN][hackersuli] Red Teaming alapok 2024[HUN][hackersuli] Red Teaming alapok 2024
[HUN][hackersuli] Red Teaming alapok 2024
hackersuli
 
快速办理(Vic毕业证书)惠灵顿维多利亚大学毕业证完成信一模一样
快速办理(Vic毕业证书)惠灵顿维多利亚大学毕业证完成信一模一样快速办理(Vic毕业证书)惠灵顿维多利亚大学毕业证完成信一模一样
快速办理(Vic毕业证书)惠灵顿维多利亚大学毕业证完成信一模一样
3a0sd7z3
 
Discover the benefits of outsourcing SEO to India
Discover the benefits of outsourcing SEO to IndiaDiscover the benefits of outsourcing SEO to India
Discover the benefits of outsourcing SEO to India
davidjhones387
 

Dernier (19)

不能毕业如何获得(USYD毕业证)悉尼大学毕业证成绩单一比一原版制作
不能毕业如何获得(USYD毕业证)悉尼大学毕业证成绩单一比一原版制作不能毕业如何获得(USYD毕业证)悉尼大学毕业证成绩单一比一原版制作
不能毕业如何获得(USYD毕业证)悉尼大学毕业证成绩单一比一原版制作
 
办理毕业证(NYU毕业证)纽约大学毕业证成绩单官方原版办理
办理毕业证(NYU毕业证)纽约大学毕业证成绩单官方原版办理办理毕业证(NYU毕业证)纽约大学毕业证成绩单官方原版办理
办理毕业证(NYU毕业证)纽约大学毕业证成绩单官方原版办理
 
一比一原版(USYD毕业证)悉尼大学毕业证如何办理
一比一原版(USYD毕业证)悉尼大学毕业证如何办理一比一原版(USYD毕业证)悉尼大学毕业证如何办理
一比一原版(USYD毕业证)悉尼大学毕业证如何办理
 
Gen Z and the marketplaces - let's translate their needs
Gen Z and the marketplaces - let's translate their needsGen Z and the marketplaces - let's translate their needs
Gen Z and the marketplaces - let's translate their needs
 
快速办理(新加坡SMU毕业证书)新加坡管理大学毕业证文凭证书一模一样
快速办理(新加坡SMU毕业证书)新加坡管理大学毕业证文凭证书一模一样快速办理(新加坡SMU毕业证书)新加坡管理大学毕业证文凭证书一模一样
快速办理(新加坡SMU毕业证书)新加坡管理大学毕业证文凭证书一模一样
 
怎么办理(umiami毕业证书)美国迈阿密大学毕业证文凭证书实拍图原版一模一样
怎么办理(umiami毕业证书)美国迈阿密大学毕业证文凭证书实拍图原版一模一样怎么办理(umiami毕业证书)美国迈阿密大学毕业证文凭证书实拍图原版一模一样
怎么办理(umiami毕业证书)美国迈阿密大学毕业证文凭证书实拍图原版一模一样
 
存档可查的(USC毕业证)南加利福尼亚大学毕业证成绩单制做办理
存档可查的(USC毕业证)南加利福尼亚大学毕业证成绩单制做办理存档可查的(USC毕业证)南加利福尼亚大学毕业证成绩单制做办理
存档可查的(USC毕业证)南加利福尼亚大学毕业证成绩单制做办理
 
成绩单ps(UST毕业证)圣托马斯大学毕业证成绩单快速办理
成绩单ps(UST毕业证)圣托马斯大学毕业证成绩单快速办理成绩单ps(UST毕业证)圣托马斯大学毕业证成绩单快速办理
成绩单ps(UST毕业证)圣托马斯大学毕业证成绩单快速办理
 
manuaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaal
manuaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaalmanuaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaal
manuaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaal
 
Ready to Unlock the Power of Blockchain!
Ready to Unlock the Power of Blockchain!Ready to Unlock the Power of Blockchain!
Ready to Unlock the Power of Blockchain!
 
办理新西兰奥克兰大学毕业证学位证书范本原版一模一样
办理新西兰奥克兰大学毕业证学位证书范本原版一模一样办理新西兰奥克兰大学毕业证学位证书范本原版一模一样
办理新西兰奥克兰大学毕业证学位证书范本原版一模一样
 
Design Thinking NETFLIX using all techniques.pptx
Design Thinking NETFLIX using all techniques.pptxDesign Thinking NETFLIX using all techniques.pptx
Design Thinking NETFLIX using all techniques.pptx
 
留学挂科(UofM毕业证)明尼苏达大学毕业证成绩单复刻办理
留学挂科(UofM毕业证)明尼苏达大学毕业证成绩单复刻办理留学挂科(UofM毕业证)明尼苏达大学毕业证成绩单复刻办理
留学挂科(UofM毕业证)明尼苏达大学毕业证成绩单复刻办理
 
办理毕业证(UPenn毕业证)宾夕法尼亚大学毕业证成绩单快速办理
办理毕业证(UPenn毕业证)宾夕法尼亚大学毕业证成绩单快速办理办理毕业证(UPenn毕业证)宾夕法尼亚大学毕业证成绩单快速办理
办理毕业证(UPenn毕业证)宾夕法尼亚大学毕业证成绩单快速办理
 
Should Repositories Participate in the Fediverse?
Should Repositories Participate in the Fediverse?Should Repositories Participate in the Fediverse?
Should Repositories Participate in the Fediverse?
 
HijackLoader Evolution: Interactive Process Hollowing
HijackLoader Evolution: Interactive Process HollowingHijackLoader Evolution: Interactive Process Hollowing
HijackLoader Evolution: Interactive Process Hollowing
 
[HUN][hackersuli] Red Teaming alapok 2024
[HUN][hackersuli] Red Teaming alapok 2024[HUN][hackersuli] Red Teaming alapok 2024
[HUN][hackersuli] Red Teaming alapok 2024
 
快速办理(Vic毕业证书)惠灵顿维多利亚大学毕业证完成信一模一样
快速办理(Vic毕业证书)惠灵顿维多利亚大学毕业证完成信一模一样快速办理(Vic毕业证书)惠灵顿维多利亚大学毕业证完成信一模一样
快速办理(Vic毕业证书)惠灵顿维多利亚大学毕业证完成信一模一样
 
Discover the benefits of outsourcing SEO to India
Discover the benefits of outsourcing SEO to IndiaDiscover the benefits of outsourcing SEO to India
Discover the benefits of outsourcing SEO to India
 

Entity Linking with Multiple Knowledge Bases: an Ontology Modularization Approach

  • 1. Entity Linking with Multiple Knowledge Bases: an Ontology Modularization Approach Bianca Pereira bianca.pereira@insight-centre.org Doctoral Consortium – ISWC 2014
  • 2. Problem Marco Nanini performed very well as Alberto in Copacabana movie. © Insight 2014. All Rights Reserved ? 16 11 >90
  • 3. State of the art Zemanta and Alchemy API Sil et al. DeMartini et al. Boyce-Codd Normal Form
  • 4. Preliminary Results • Can we apply state-of-the-art algorithms for Entity Linking with other Knowledge Bases? Knowledge Base F-Score 0.87 0.54 me 32 (Andrea Moro, Alessandro Raganato, Roberto Navigli. Entity Linking meets Word Sense Disambiguation: a Unified Approach. Transactions of the Association for Computational Linguistics, v. 2, 2014.)
  • 5. Research Questions • What are the textual and Knowledge Base features most relevant for Entity Linking? mentio n mentio verb ? n Marco Nanini performed very well as Alberto in Copacabana movie. • Is it feasible to achieve comparable performance to Knowledge Base specific approaches? Context specific modules Marco Nanini Copacabana (2001) Copacabana Alberto
  • 6. Approach Entity Linking Mention Recognition Candidate Selection Disambiguation
  • 7. Evaluation Plan • Features • Method Mention Recognition Candidate Selection Disambiguation

Notes de l'éditeur

  1. Introduction Ensure common/unified understanding (Copacabana)
  2. There are different Copacabanas. Years of good results (NER, EL with Wikipedia and Wikipedia-based KBs in Named Entities) There is no single KB that contains the whole knowledge in the world. The use of multiple ones is desired.
  3. This is not new! But the state-of-art in Entity Linking with a single KB has not been used..
  4. Do it myself. Nice results. Everybody likes nice results. Bad results exist. What to do with them? Why is the system bad? (The results are just numbers)
  5. Textual (local/global) and KB features (entities and relations). Can I have nice results? I also want them. Maybe using context specific modules.
  6. Dictionary of Names for Mention Recognition Ontology Modularization for Candidate Selection Collective Inference for Disambiguation
  7. Annotated Corpora / Coverage for the Mention Recognition > Presence of all candidates in the same module > Evaluation of textual and KB features as well as Collective Inference Method - / Coverage / Coverage / Precision and Recall
  8. Do not follow that path! I tell you why! Encourage the community to work KBs other than cross-domain ones. (Reputation Management, Product/Brand detection, and the WEB need this!)