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Walter, Sebastian: Generation of multilingual ontology lexica with M-ATOLL : a corpus-based approach for the induction of ontology lexica. 2017
Inhalt
Contents
List of Tables
List of Figures
List of Abbreviations
Introduction
Motivation
Task definition
Research Questions
Contributions
Publications
Outline
Foundations
Semantic Web
Semantic Web
Linked Open Data
Resource Description Framework
Ontologies
SPARQL
Natural Language Processing Methods
Lexicalization
Lemon
Dependency Parsing
Related Work
Information Extraction (IE)
Ontology-based Information Extraction
Open Information Extraction (OpenIE)
Entity Recognition
Entity Linking
Coreference Resolution
Terminology Extraction
Question Answering
Lexicalization
M-ATOLL: Framework and Experiments
Overview
Label-based Approach
Corpus-based Approach
Examples
Language-specific lexicalization patterns
Noun patterns
Verb patterns
Adjective patterns
Evaluation
Manual Evaluation
Automatic Evaluation
Influence of Each Pattern
Discussion
Conclusion
Analysis & Discussion
Analysis of different filtering strategies
Lemma-based filtering strategy
Property-based filtering strategy
Machine-learning-based filtering strategy
Analysis of the corpus as well as the patterns
Comparison with other systems
Conclusion
Extension: Adjective lexicalizations for restriction classes
Introduction
Method
Algorithm
Training Dataset
Features
Evaluation
Accuracy of Features in Isolation
Feature Analysis
Discussion
Resulting Dataset
Conclusion
DBlexipedia
Introduction
Dataset
Resources
Webservice
Conclusion
Conclusion
Research Questions
Requirements
Conclusion
Outlook
Label-based approach
Corpus-based approach
Adjective approach
Appendix: Templates
Class Template
Copulative Noun Template
Appendix: Feature Combinations
Appendix: Linguistic patterns
English patterns
German patterns
Spanish patterns
Appendix: Implementation
External APIs
lemon API
Running the Corpus-based Approach
Running the Label-based Approach
Porting across Domains and Languages
Bibliography