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i-Dataquest: A heterogeneous information retrieval tool using data graph for the manufacturing industry
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In: ISSN: 0166-3615 ; Computers in Industry ; https://hal.archives-ouvertes.fr/hal-03330584 ; Computers in Industry, Elsevier, 2021, 132, pp.103527. ⟨10.1016/j.compind.2021.103527⟩ (2021)
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Abstract:
International audience ; Manufacturing industry needs access to the data in order to realise its activities but also to generate new value-added knowledge. Nevertheless, it is confronted with a large and growing volume of heterogeneous data which limits its ability to exploit them optimally. Moreover, the data are distributed within different heterogeneous information systems, which limits the relationship exploration under the information retrieval process. Usually, the challenge is addressed by trying to manage and normalize the data structure in order to faster searching and exploiting them in a manufacturing context. For their part, the authors present i-Dataquest, an information retrieval system supported by (i) a graph-oriented model built from the structured and unstructured data of the company and (ii) a query system answering ‘what’ and ‘about what’ and (iii) generating three different results: a list of items, a list of property values and a list of sentences. The i-Dataquest prototype is built using Neo4J for the graph system generation, ConceptNet for lexical resource management and StandfordNLP for natural language processing. An evaluation of the prototype’s performance is conducted through a data set representing a drone manufacturer. The results show that the transformation of specific content such as tables in the graph and the semantic expansion of queries significantly improves the recall and precision measures. The results also suggest improving filtering less relevant results by considering particularly queries looking for a specific value.
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Keyword:
[INFO.INFO-DB]Computer Science [cs]/Databases [cs.DB]; [INFO.INFO-IR]Computer Science [cs]/Information Retrieval [cs.IR]; [INFO]Computer Science [cs]; Graph Database; Information Retrieval; Manufacturing Data; Manufacturing Industry; Query System
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URL: https://doi.org/10.1016/j.compind.2021.103527
https://hal.archives-ouvertes.fr/hal-03330584
https://hal.archives-ouvertes.fr/hal-03330584/file/LISPEN_CII_2021_KIM.pdf
https://hal.archives-ouvertes.fr/hal-03330584/document
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Knowledge engineering in the sourcing domain for the recommendation of providers ; Ingénierie des connaissances dans le domaine du sourcing pour la recommandation de prestataires
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In: https://tel.archives-ouvertes.fr/tel-03336353 ; Information Retrieval [cs.IR]. Université Côte d'Azur, 2021. English. ⟨NNT : 2021COAZ4024⟩ (2021)
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Ein Überblick über die neuesten abstrakten Zusammenfassungstechniken ; A Survey of Recent Abstract Summarization Techniques ; Un aperçu des techniques récentes de résumé abstrait
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In: Proceedings of Sixth International Congress on Information and Communication TechnologyICICT 2021, London, Volume 4Series: Lecture Notes in Networks and Systems, Vol. 217Yang, X.-S., Sherratt, S., Dey, N., Joshi, A. (Eds.) 2021 ; Proceedings of Sixth International Congress on Information and Communication Technology ICICT 2021, London, Volume 4, Series: Lecture Notes in Networks and Systems, Vol. 217. Springer Singapore, 2021 ; https://hal.archives-ouvertes.fr/hal-03216381 ; Proceedings of Sixth International Congress on Information and Communication Technology ICICT 2021, London, Volume 4, Series: Lecture Notes in Networks and Systems, Vol. 217. Springer Singapore, 2021, ICICT 2021, Feb 2021, London, United Kingdom ; https://www.waterstones.com/book/proceedings-of-sixth-international-congress-on-information-and-communication-technology/xin-she-yang/simon-sherratt/9789811621017 (2021)
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NERWS: Towards Improving Information Retrieval of Digital Library Management System Using Named Entity Recognition and Word Sense
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In: Big Data and Cognitive Computing ; Volume 5 ; Issue 4 (2021)
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The applied AI and natural language processing workshop : explore practical ways to transform your simple projects into powerful intelligent applications
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BLLDB
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UB Frankfurt Linguistik
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The Impact of Specialized Corpora for Word Embeddings in Natural Langage Understanding.
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In: ISSN: 0926-9630 ; EISSN: 1879-8365 ; Studies in Health Technology and Informatics ; https://hal.inria.fr/hal-03476839 ; Studies in Health Technology and Informatics, IOS Press, 2020, 270, pp.432-436. ⟨10.3233/SHTI200197⟩ (2020)
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Romedi: An Open Data Source About French Drugs on the Semantic Web
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In: ISSN: 0926-9630 ; EISSN: 1879-8365 ; Studies in Health Technology and Informatics ; https://hal.archives-ouvertes.fr/hal-02987843 ; Studies in Health Technology and Informatics, IOS Press, 2019, 264, pp.79-82. ⟨10.3233/SHTI190187⟩ (2019)
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Sequence Covering for Efficient Host-Based Intrusion Detection
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In: ISSN: 1556-6013 ; IEEE Transactions on Information Forensics and Security ; https://hal.archives-ouvertes.fr/hal-01653650 ; IEEE Transactions on Information Forensics and Security, Institute of Electrical and Electronics Engineers, 2019, 14 (4), pp.994-1006. ⟨10.1109/TIFS.2018.2868614⟩ ; https://ieeexplore.ieee.org/document/8454473 (2019)
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Outil hypergraphe d'exploration multimédia et pratiques de recherche-production
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In: De l’hypertexte aux humanités numériques. 15e édition de la conférence Hypertextes et hypermédias, produits, outils et méthodes (H2PTM 2019) ; https://hal.archives-ouvertes.fr/hal-02324134 ; De l’hypertexte aux humanités numériques. 15e édition de la conférence Hypertextes et hypermédias, produits, outils et méthodes (H2PTM 2019), Oct 2019, Montbéliard, France. pp.3-21 ; http://h2ptm.univ-paris8.fr/ (2019)
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Studying the Variability of System Setting Effectiveness by Data Analytics and Visualization
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In: CLEF 2019: Experimental IR Meets Multilinguality, Multimodality, and Interaction ; Conference and Labs of the Evaluation Forum, Living Labs (CLEF 2019) ; https://hal.archives-ouvertes.fr/hal-02930098 ; Conference and Labs of the Evaluation Forum, Living Labs (CLEF 2019), Sep 2019, Lugano, Switzerland. pp.62-74, ⟨10.1007/978-3-030-28577-7_3⟩ (2019)
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The Impact of Name-Matching and Blocking on Author Disambiguation
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In: Proceedings of the 27th ACM Conference on Information and Knowledge Management ; 803-812 ; ACM International Conference on Information and Knowledge Management (CIKM) "From Big Data and Big Information to Big Knowledge" ; 27 (2018)
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Эквивалентность и парадигматические отношения между ключевыми словами в многоязычной информационно-поисковой системе iSybislaw
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Беларуская мовазнаўчая славістычная бібліяграфія: гісторыя, напрамкі, перспектывы ў агульнаславянскім кантэксце
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Эквивалентность терминов и парадигматические отношения между ключевыми словами в многоязычной информационно-поисковой системе iSybislaw
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Тезисы к заседанию Комиссии по лингвистической библиографии МКС
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Metody i narzędzia optymalizacji systemu informacji bibliograficznej z zakresu językoznawstwa slawistycznego iSybislaw
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Metody i narzędzia optymalizacji systemu informacji bibliograficznej z zakresu językoznawstwa slawistycznego iSybislaw
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Беларуская мовазнаўчая славістычная бібліяграфія: гісторыя, напрамкі, перспектывы ў агульнаславянскім кантэксце
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Bibliografie české lingvistiky v číslech a v kontextu srbocharvátsko-českých vztahů
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