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description Publicationkeyboard_double_arrow_right Conference object 2015 Netherlands English Funded by:EC | ARIADNEEC| ARIADNEAuthors: Wilcke, W.X.;Wilcke, W.X.;Recent years have seen the emergence of graph-based Knowl-edge Bases build upon Semantic Web technologies, known as KnowledgeGraphs (KG). Popular examples are DBpedia and GeoNames. The formal system underlying these KGs provides inherent support for deductive reasoning. Growing popularity has exposed several limitations of thisability, amongst which are scalability and uncertainty issues, as well ascoping with heterogeneous, noisy, and inconsistent data. By supplementing this form of reasoning with Machine Learning algorithms, these hurdles are much more easily overcome. Of the existing research in this area,only a handful have been considering a Deep Neural Network. Moreover,only one of these studies has addressed the problem of hyper-parameteroptimization, albeit under specific conditions. To contribute to this areaof research, we propose a research design that will investigate a DeepNeural Network with optimized hyper-parameters for its effectiveness toperform link prediction on real-world KGs.
NARCIS; Vrije Univer... arrow_drop_down NARCIS; Vrije Universiteit Amsterdam (VU Amsterdam) - Institutional RepositoryConference object . 2015Vrije Universiteit Amsterdam (VU Amsterdam) - Institutional Repository; Vrije Universiteit Amsterdam (VU Amsterdam) – Research PortalContribution for newspaper or weekly magazine . Conference object . 2015add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://www.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=narcis______::974fa8e74c15851a0ced9312cacf328f&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen 0 citations 0 popularity Average influence Average impulse Average Powered by BIP!more_vert NARCIS; Vrije Univer... arrow_drop_down NARCIS; Vrije Universiteit Amsterdam (VU Amsterdam) - Institutional RepositoryConference object . 2015Vrije Universiteit Amsterdam (VU Amsterdam) - Institutional Repository; Vrije Universiteit Amsterdam (VU Amsterdam) – Research PortalContribution for newspaper or weekly magazine . Conference object . 2015add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://www.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=narcis______::974fa8e74c15851a0ced9312cacf328f&type=result"></script>'); --> </script>
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description Publicationkeyboard_double_arrow_right Conference object 2015 Netherlands English Funded by:EC | ARIADNEEC| ARIADNEAuthors: Wilcke, W.X.;Wilcke, W.X.;Recent years have seen the emergence of graph-based Knowl-edge Bases build upon Semantic Web technologies, known as KnowledgeGraphs (KG). Popular examples are DBpedia and GeoNames. The formal system underlying these KGs provides inherent support for deductive reasoning. Growing popularity has exposed several limitations of thisability, amongst which are scalability and uncertainty issues, as well ascoping with heterogeneous, noisy, and inconsistent data. By supplementing this form of reasoning with Machine Learning algorithms, these hurdles are much more easily overcome. Of the existing research in this area,only a handful have been considering a Deep Neural Network. Moreover,only one of these studies has addressed the problem of hyper-parameteroptimization, albeit under specific conditions. To contribute to this areaof research, we propose a research design that will investigate a DeepNeural Network with optimized hyper-parameters for its effectiveness toperform link prediction on real-world KGs.
NARCIS; Vrije Univer... arrow_drop_down NARCIS; Vrije Universiteit Amsterdam (VU Amsterdam) - Institutional RepositoryConference object . 2015Vrije Universiteit Amsterdam (VU Amsterdam) - Institutional Repository; Vrije Universiteit Amsterdam (VU Amsterdam) – Research PortalContribution for newspaper or weekly magazine . Conference object . 2015add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://www.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=narcis______::974fa8e74c15851a0ced9312cacf328f&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen 0 citations 0 popularity Average influence Average impulse Average Powered by BIP!more_vert NARCIS; Vrije Univer... arrow_drop_down NARCIS; Vrije Universiteit Amsterdam (VU Amsterdam) - Institutional RepositoryConference object . 2015Vrije Universiteit Amsterdam (VU Amsterdam) - Institutional Repository; Vrije Universiteit Amsterdam (VU Amsterdam) – Research PortalContribution for newspaper or weekly magazine . Conference object . 2015add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://www.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=narcis______::974fa8e74c15851a0ced9312cacf328f&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eu