Machine Learning with and for Semantic Web Knowledge Graphs
作者： Heiko Paulheim
DOI: 10.1007/978-3-030-00338-8_5
关键词: Recommender system 、 Semantic Web 、 Knowledge graph 、 Artificial intelligence 、 Machine learning 、 Computer science
摘要: Large-scale cross-domain knowledge graphs, such as DBpedia or Wikidata, are some of the most popular and widely used datasets Semantic Web. In this paper, we introduce graphs on We discuss how machine learning is to improve those they can be exploited background in tasks, recommender systems.
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Volha Bryl, Christian Bizer, Learning conflict resolution strategies for cross-language Wikipedia data fusion Proceedings of the 23rd International Conference on World Wide Web - WWW '14 Companion. pp. 1129- 1134 ,(2014) , 10.1145/2567948.2578999
Heiko Paulheim, Generating Possible Interpretations for Statistics from Linked Open Data Lecture Notes in Computer Science. pp. 560- 574 ,(2012) , 10.1007/978-3-642-30284-8_44
Max Schmachtenberg, Christian Bizer, Heiko Paulheim, Adoption of the Linked Data Best Practices in Different Topical Domains The Semantic Web – ISWC 2014. pp. 245- 260 ,(2014) , 10.1007/978-3-319-11964-9_16
Robert Meusel, Petar Petrovski, Christian Bizer, The WebDataCommons Microdata, RDFa and Microformat Dataset Series The Semantic Web – ISWC 2014. pp. 277- 292 ,(2014) , 10.1007/978-3-319-11964-9_18
Heiko Paulheim, Christian Bizer, Type Inference on Noisy RDF Data international semantic web conference. pp. 510- 525 ,(2013) , 10.1007/978-3-642-41335-3_32
Petar Ristoski, Heiko Paulheim, Feature Selection in Hierarchical Feature Spaces Discovery Science. pp. 288- 300 ,(2014) , 10.1007/978-3-319-11812-3_25
Dominik Wienand, Heiko Paulheim, Detecting Incorrect Numerical Data in DBpedia european semantic web conference. pp. 504- 518 ,(2014) , 10.1007/978-3-319-07443-6_34
Fabian M. Suchanek, Joanna Biega, Farzaneh Mahdisoltani, YAGO3: A Knowledge Base from Multilingual Wikipedias conference on innovative data systems research. ,(2014)
Francesco Ricci, Lior Rokach, Bracha Shapira, Introduction to Recommender Systems Handbook Recommender Systems Handbook. pp. 1- 35 ,(2011) , 10.1007/978-0-387-85820-3_1
Jens Lehmann, Robert Isele, Max Jakob, Anja Jentzsch, Dimitris Kontokostas, Pablo N. Mendes, Sebastian Hellmann, Mohamed Morsey, Patrick van Kleef, Sören Auer, Christian Bizer, DBpedia - A Large-scale, Multilingual Knowledge Base Extracted from Wikipedia Social Work. ,vol. 6, pp. 167- 195 ,(2015) , 10.3233/SW-140134