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Evaluation of Ontological Relations in Corpora of Restricted Domain

Mireya Tovar Vidal, David Eduardo Pinto Avendaño, Azucena Montes Rendón, Juan Gabriel González Serna, Darnes Vilariño Ayala
2015 Journal of Computacion y Sistemas  
Methodology for automatic evaluation of restricted domain ontologies. Research in Computing Science, Special Issue: Advances in Pattern Recognition, Vol. 61, pp. 63-72. 44.  ...  Gold standard evaluation of ontology learning methods through ontology transformation and alignment. IEEE Trans. Knowl. Data Eng., Vol. 23, No. 11, pp. 1635-1648. 47.  ... 
doi:10.13053/cys-19-1-1954 fatcat:brlar4nj5fa47dnejsjg4tnn4u

The South African Human Language Technology Audit

Aditi Sharma Grover, Gerhard B. van Huyssteen, Marthinus W. Pretorius
2011 Language Resources and Evaluation  
This file is the online resource cited in the above-mentioned article.  ...  It contains a series of figures and tables that further provide further information for certain sections of the article (as detailed below).  ...  transcription) Multilingual text corpora Unaligned Aligned Corpora of related domains (e.g. for audio search corpus of related searches) Text test suites & corpora Speech test suites & corpora  ... 
doi:10.1007/s10579-011-9151-2 fatcat:7ytrnn4lsjcchn5zhncnck2e6u

Applying deep learning techniques on medical corpora from the World Wide Web: a prototypical system and evaluation [article]

Jose Antonio Miñarro-Giménez, Oscar Marín-Alonso, Matthias Samwald
2015 arXiv   pre-print
We evaluated the efficiency of word2vec in identifying properties of pharmaceuticals based on mid-sized, unstructured medical text corpora available on the web.  ...  CONCLUSIONS: Word2vec is a very efficient implementation for computing vector representations and for its ability to identify relationships in textual data without any prior domain knowledge.  ...  Acknowledgments We thank the word2vec team for providing assistance with tuning parameters of the word2vec tools.  ... 
arXiv:1502.03682v1 fatcat:vcrvjpfoifatrbnnioz5lkbmd4

Refining non-taxonomic relation labels with external structured data to support ontology learning

Albert Weichselbraun, Gerhard Wohlgenannt, Arno Scharl
2010 Data & Knowledge Engineering  
This paper presents a method to integrate external knowledge sources such as DBpedia and OpenCyc into an ontology learning system that automatically suggests labels for unknown relations in domain ontologies  ...  It composes a knowledge base which consists of (i) verb centroids for known relations between domain concepts, (ii) mappings between concept pairs and the types of known relations, and (iii) ontological  ...  of External Knowledge Experts define the set of relation labels in a meta ontology to describe the relations used in the domain ontology.  ... 
doi:10.1016/j.datak.2010.02.010 fatcat:eoifdzrsefdpxgqlebxggvjuze

Use of Lexico-Syntactic Patterns for the Evaluation of Taxonomic Relations [chapter]

Mireya Tovar, David Pinto, Azucena Montes, Gabriel González, Darnes Vilariño, Beatriz Beltrán
2014 Lecture Notes in Computer Science  
In this paper we present an approach for the evaluation of taxonomic relations of restricted domain ontologies.  ...  We use the evidence found in corpora associated to the ontology domain for determining the validity of the taxonomic relations.  ...  In this paper we have presented an approach based on lexico-syntactic patterns and reference corpora that allows to determine the accuracy of taxonomic relation of a given ontology of restricted domain  ... 
doi:10.1007/978-3-319-07491-7_34 fatcat:cfjojyssdjaubb4tmriueffnra

Restricted Legal Dictionary generation for Legal Domain Specific Mining

B.V. Rama Krishna, B. Basaveswar Rao, K.Gangadhar Rao, K. Chandan
2017 International Journal Of Engineering And Computer Science  
The Restricted Legal Dictionary constructed in this paper improves the efficiency of similarity measures during document comparison techniques .  ...  The approach helps to construct Restricted Legal Dictionary which is domain specific in nature.  ...  The advantage of human expert evaluation improves the provenance based legal vocabulary rate in restricted legal dictionary.  ... 
doi:10.18535/ijecs/v6i3.43 fatcat:wh3praevyvazlk6caswjzn63by

Extraction of common conceptual components from multiple ontologies [article]

Luigi Asprino, Valentina Anita Carriero, Valentina Presutti
2021 arXiv   pre-print
The method is applied to two corpora of ontologies in the Cultural Heritage and Conference domain, respectively.  ...  The results, which show good quality, are evaluated by manual inspection and by correlation with datasets and tool performance from the ontology alignment evaluation initiative.  ...  The catalogue classifies the ontologies according to the conceptual components they implement. We show its potential by testing and evaluating it on two corpora in the CH and Conference domains.  ... 
arXiv:2106.12831v2 fatcat:vchzd3eidzfr7gnjch7mn2sjku

RelExt: A Tool for Relation Extraction from Text in Ontology Extension [chapter]

Alexander Schutz, Paul Buitelaar
2005 Lecture Notes in Computer Science  
However, in domain ontologies relations need to be specified more precisely.  ...  In parallel, it can be argued from an ontology engineering point of view that verbs express a relation between two classes that specify domain and range.  ...  Acknowledgements This research has been supported by BMB+F (German Ministry of Education and Research) grant 01 IMD01 A for the SmartWeb project.  ... 
doi:10.1007/11574620_43 fatcat:nzfxerai3zbpnn7sy574dbnuqy

Applying Optimal Stopping Theory to Improve the Performance of Ontology Refinement Methods

Albert Weichselbraun, Gerhard Wohlgenannt, Arno Scharl
2011 2011 44th Hawaii International Conference on System Sciences  
An extensive evaluation demonstrates how such an optimization improves the processing speed of an ontology refinement component which uses Delicious to refine ontologies constructed from unstructured textual  ...  Domain experts compare the results retrieved from optimal stopping with data obtained from standardized techniques to assess the effect of optimal stopping on data quality and the created domain ontology  ...  Since the number of documents in each corpus was restricted to 1250, the domain corpora represent just a broad overview of media coverage on the seed concepts in the respective monthly interval.  ... 
doi:10.1109/hicss.2011.72 dblp:conf/hicss/WeichselbraunWS11 fatcat:ocqyifc3xvhzjfat3l7hsc4dky

Learning Domain Ontologies for Semantic Web Service Descriptions

Marta Sabou, Chris Wroe, Carole Goble, Heiner Stuckenschmidt
2005 Social Science Research Network  
We evaluate the methods in two different domains, verifying the quality of the extracted ontologies against high quality hand-built ontologies of these domains.  ...  In this paper we report on the first stage of research that aims to develop (semi-)automatic ontology learning tools in the context of Web services that can support domain experts in the ontology building  ...  This work was carried out in the context of WonderWeb, an EU Information Society Technologies (IST) funded project (EU IST 2001-33052).  ... 
doi:10.2139/ssrn.3199264 fatcat:6eamwvic3rce3dvfxh24s3sja4

Learning domain ontologies for semantic Web service descriptions

Marta Sabou, Chris Wroe, Carole Goble, Heiner Stuckenschmidt
2005 Journal of Web Semantics  
We evaluate the methods in two different domains, verifying the quality of the extracted ontologies against high quality hand-built ontologies of these domains.  ...  In this paper we report on the first stage of research that aims to develop (semi-)automatic ontology learning tools in the context of Web services that can support domain experts in the ontology building  ...  This work was carried out in the context of WonderWeb, an EU Information Society Technologies (IST) funded project (EU IST 2001-33052).  ... 
doi:10.1016/j.websem.2005.09.008 fatcat:vieeqt3wirg3feoe23vu5ndfda

Augmenting Lightweight Domain Ontologies with Social Evidence Sources

Albert Weichselbraun, Gerhard Wohlgenannt, Arno Scharl
2010 2010 Workshops on Database and Expert Systems Applications  
The proposed framework collects information on the domain's terminology from domain documents and a seed ontology in a triple store.  ...  Evaluating the method with two measures (PMI and expert judgements) demonstrates the significant benefits of social evidence sources for ontology learning.  ...  The research project RAVEN (Relation Analysis and Visualiation; is funded by the Austrian Ministry of Transport, Innovation & Technology and the Austrian Research Promotion Agency  ... 
doi:10.1109/dexa.2010.53 dblp:conf/dexaw/WeichselbraunWS10 fatcat:xo3lhntxundapgbfnfwittunlm

Automatic Construction of Lightweight Domain Ontologies for Chemical Engineering Risk Management [article]

Wilson Wong, Wei Liu, Saujoe Liaw, Nicoletta Balliu, Hongwei Wu, Moses Tade
2008 arXiv   pre-print
Initial experiments using a working prototype of the system revealed promising potentials in automatically constructing high-quality domain ontologies using real-world texts.  ...  The need for domain ontologies in mission critical applications such as risk management and hazard identification is becoming more and more pressing.  ...  University of Technology.  ... 
arXiv:0812.3478v1 fatcat:lonskqu25bdv5ardttptxhfoia

Ontology Population and Enrichment: State of the Art [chapter]

Georgios Petasis, Vangelis Karkaletsis, Georgios Paliouras, Anastasia Krithara, Elias Zavitsanos
2011 Lecture Notes in Computer Science  
Adopting a practical perspective, an overview of the main activities involved in ontology learning is presented.  ...  In this context, ontology learning in BOEMIE is treated and compared to the state of the art, explaining how BOEMIE addresses problems observed in existing systems and contributes to issues that are not  ...  In addition, the use of domain-depended resources affect directly the feasibility of a system, as it restricts its portability to new thematic domains. • Learning approach.  ... 
doi:10.1007/978-3-642-20795-2_6 fatcat:it6o6nsnnjhg5dzs3xglpjm6qy

Benchmarking Ontologies: Bigger or Better?

Lixia Yao, Anna Divoli, Ilya Mayzus, James A. Evans, Andrey Rzhetsky, K. Bretonnel Cohen
2011 PLoS Computational Biology  
A scientific ontology is a formal representation of knowledge within a domain, typically including central concepts, their properties, and relations.  ...  Moreover, dialects characteristic of distinct domains vary strikingly as many of the same words are used quite differently in medicine, news, and novels.  ...  Acknowledgments We are grateful to David Blair, Bob Carpenter and three anonymous reviewers for insightful suggestions, and to David Blair for proposing idea of the probability-catching concept.  ... 
doi:10.1371/journal.pcbi.1001055 pmid:21249231 pmcid:PMC3020923 fatcat:qpvtpifnhfavpa5bcugprt555q
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