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Question answering and query processing for extended knowledge graphs ; Frage-Antworten und Abfrageverarbeitung für erweiterte Wissengraphen
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A Systematic Study of Knowledge Graph Analysis for Cross-language Plagiarism Detection
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Abstract:
This is the author’s version of a work that was accepted for publication in Information Processing and Management. Changes resulting from the publishing process, such as peer review, editing, corrections, structural formatting, and other quality control mechanisms may not be reflected in this document. Changes may have been made to this work since it was submitted for publication. A definitive version was subsequently published in Information Processing and Management 52 (2016) 550–570. DOI 10.1016/j.ipm.2015.12.004 ; Cross-language plagiarism detection aims to detect plagiarised fragments of text among documents in different languages. In this paper, we perform a systematic examination of Cross-language Knowledge Graph Analysis; an approach that represents text fragments using knowledge graphs as a language independent content model. We analyse the contributions to cross-language plagiarism detection of the different aspects covered by knowledge graphs: word sense disambiguation, vocabulary expansion, and representation by similarities with a collection of concepts. In addition, we study both the relevance of concepts and their relations when detecting plagiarism. Finally, as a key component of the knowledge graph construction, we present a new weighting scheme of relations between concepts based on distributed representations of concepts. Experimental results in Spanish–English and German–English plagiarism detection show state-of-the-art performance and provide interesting insights on the use of knowledge graphs. © 2015 Elsevier Ltd. All rights reserved. ; This research has been carried out in the framework of the European Commission WIQ-EI IRSES (No. 269180) and DIANA APPLICATIONS - Finding Hidden Knowledge in Texts: Applications (TIN2012-38603-C02-01) projects. We would like to thank Tomas Mikolov, Martin Potthast, and Luis A. Leiva for their support and comments during this research. ; Franco-Salvador, M.; Rosso, P.; Montes Gomez, M. (2016). A Systematic Study of Knowledge Graph Analysis for Cross-language Plagiarism Detection. Information Processing and Management. 52(4):550-570. https://doi.org/10.1016/j.ipm.2015.12.004 ; S ; 550 ; 570 ; 52 ; 4
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Keyword:
Cross-language; Distributed representations; Evaluation; Knowledge graphs; LENGUAJES Y SISTEMAS INFORMATICOS; Multilingual semantic network; Plagiarism detection
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URL: http://hdl.handle.net/10251/82079 https://doi.org/10.1016/j.ipm.2015.12.004
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Cross-language Plagiarism Detection over Continuous-space- and Knowledge Graph-based Representations of Language
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A Structural-Lexical Measure of Semantic Similarity for Geo-Knowledge Graphs
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In: Ballatore, Andrea; Bertolotto, Michela; & Wilson, David C. (2015). A Structural-Lexical Measure of Semantic Similarity for Geo-Knowledge Graphs. ISPRS International Journal of Geo-Information, 4(2). UC Santa Barbara: Retrieved from: http://www.escholarship.org/uc/item/9zx1b95k (2015)
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Ground stack tree rewriting and traces of counter systems ; Réécriture d’arbres de piles et traces de systèmes à compteurs
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In: https://pastel.archives-ouvertes.fr/tel-01286343 ; Informatique et langage [cs.CL]. Université Paris-Est, 2015. Français. ⟨NNT : 2015PESC1122⟩ (2015)
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Non-constituent coordination and other coordinative constructions as Dependency Graphs
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In: Proceedings of Depling 2015 ; Depling 2015 ; https://halshs.archives-ouvertes.fr/halshs-01509114 ; Depling 2015, 2015, Uppsala, Sweden (2015)
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A Structural-Lexical Measure of Semantic Similarity for Geo-Knowledge Graphs
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In: ISPRS International Journal of Geo-Information ; Volume 4 ; Issue 2 ; Pages 471-492 (2015)
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New patterns in human biogeography revealed by networks of contacts between linguistic groups
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Word Sense Disambiguation Based on Large Scale Polish CLARIN Heterogeneous Lexical Resources
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In: Cognitive Studies | Études cognitives; No 15 (2015); 269-292 ; 2392-2397 (2015)
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Language variety identification using distributed representations of words and documents
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On the multilingual and genre robustness of EmoGraphs for author profiling in social media
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How to improve robustness in Kohonen maps and display additional information in Factorial Analysis: application to text mining
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In: ISSN: 0925-2312 ; Neurocomputing ; https://hal.archives-ouvertes.fr/hal-01168120 ; Neurocomputing, Elsevier, 2014, 147, pp.120-135. ⟨10.1016/j.neucom.2013.12.057⟩ (2014)
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Mesurer la similarité structurelle entre réseaux lexicaux
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In: TALN-20 2014 ; https://hal.archives-ouvertes.fr/hal-01321990 ; TALN-20 2014, Jul 2014, Marseille, France (2014)
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Yet Another Ranking Function for Automatic Multiword Term Extraction
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In: 9th International Conference on Natural Language Processing (PolTAL) ; https://hal-lirmm.ccsd.cnrs.fr/lirmm-01068556 ; 9th International Conference on Natural Language Processing (PolTAL), Sep 2014, Warsaw, Poland. pp.52-64, ⟨10.1007/978-3-319-10888-9_6⟩ ; http://poltal.ipipan.waw.pl/ (2014)
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Natural Language Semantics in Biproduct Dagger Categories
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In: ISSN: 1570-8683 ; Journal of Applied Logic ; https://hal-lirmm.ccsd.cnrs.fr/lirmm-00860382 ; Journal of Applied Logic, Elsevier, 2014, 12, pp.88-108. ⟨10.1016/j.jal.2013.08.001⟩ (2014)
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Supervised and semi-supervised statistical models for word-based sentiment analysis ... : Überwachte und halbüberwachte statistische Modelle zur wortbasierten Sentimentanalyse ...
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