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FAIRsharing record for: Information and documentation -- Thesauri and interoperability with other vocabularies -- Part 1: Thesauri for information retrieval ... : ISO 25964-1:2011 ...
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Capability Language Processing (CLP): Classification and Ranking of Manufacturing Suppliers Based on Unstructured Capability Data
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Abstract:
In manufacturing industry, data is available in both structured and unstructured forms. Although the unstructured data represented in natural language text contains valuable information and knowledge, its effective processing for the sake of information retrieval and knowledge extraction is a challenge. Manufacturing Capability data is an example of unstructured data widely used for describing the technological capabilities of manufacturing companies. The objective of this research is to use a set of text analytics techniques to enable automated classification and ranking of manufacturing companies based on their capability narratives available on their websites. For this purpose, a supervised classification method is used in conjunction with semantic similarity measurement method. A formal thesaurus that uses Simple Knowledge Organization System (SKOS) format provides structural and lexical semantics to support classification and ranking. To conduct semantic similarity measurement, edge-based method is combined with Normalized Google Distance (NGD) technique to create a weighted edgebased method for measuring the similarities of manufacturers’ capabilities with the queried capabilities provided by customers. The proposed framework is validated experimentally using a hypothetical search scenario. The results indicate that the generated ranked list is highly correlated with human judgment, especially if the query model and supplier capability model belong to the same class. However, the correlation decreases when multiple overlapping classes of suppliers are mixed. The findings of this research can be used to improve the precision and reliability of Capability Language Processing (CLP) tools and methods and improve the intelligence of supplier discovery and capability mapping platforms.
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Keyword:
Capability Language Processing (CLP); Capability modeling; Document classification; Formal thesaurus; Semantic similarity; Text mining
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URL: https://digital.library.txstate.edu/handle/10877/15707
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Terminology at the service of the characterisation of funerary practices: the Pactols Thesaurus ; La terminologie au service de la caractérisation des pratiques funéraires : le thésaurus PACTOLS
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In: Death and the Societes of Late Antiquity: new methods, new questions? ; https://halshs.archives-ouvertes.fr/halshs-03424453 ; Death and the Societes of Late Antiquity: new methods, new questions?, Nov 2021, Aix-en-Provence, France ; https://mortantiqutard.sciencesconf.org (2021)
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Conceptual issues for the development of an ontological model : the case of the mining domain ; Enjeux conceptuels pour l'élaboration d'un modèle ontologique : le cas du domaine minier
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In: https://hal.archives-ouvertes.fr/tel-03501375 ; Sciences de l'information et de la communication. Université de Lille, 2021. Français (2021)
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Aligner pour mieux diffuser, l'expérience du thésaurus PACTOLS pour l'archéologie avec Wikidata
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In: Wiki, data et GLAM 2021. Webinaire ; https://halshs.archives-ouvertes.fr/halshs-03248607 ; Wiki, data et GLAM 2021. Webinaire, Wikimedia France; Etalab, Jun 2021, En ligne, France (2021)
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Méthodologie de mise à jour d'un thésaurus des expositions professionnelles
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In: ISSN: 2261-544X ; Références en santé au travail ; https://hal-anses.archives-ouvertes.fr/anses-03598235 ; Références en santé au travail, Institut national de recherche et de sécurité pour la prévention des accidents du travail et des maladies professionnelles, 2021, pp.65-70 ; https://www.rst-sante-travail.fr/rst/pages-article/ArticleRST.html?ref=RST.TM%2065 (2021)
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РУССКИЙ МИР В РУССКОМ РОМАНЕ XXI ВЕКА С ПОЗИЦИЙ КОГНИТИВНОЙ СТИЛИСТИКИ ... : THE RUSSIAN WORLD IN THE RUSSIAN NOVEL OF THE XXI CENTURY FROM THE POINT OF COGNITIVE STYLISTICS ...
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Optimierung der Suchergebnisse bei Swisslex : digitale Lösungsansätze der Angewandten Linguistik zur Modellierung von Semantik ...
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ЛИНГВОКУЛЬТУРОЛОГИЧЕСКОЕ ПОЛЕ КАК ЕДИНСТВО ЯЗЫКА И КУЛЬТУРЫ ... : THE FIELD OF LINGUOCULTURAL STUDIES AS A UNITY OF LANGUAGE AND CULTURE ...
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ОБРАЗЫ ВЕДЬМЫ И БАБЫ ЯГИ В АНГЛИЙСКОЙ И РУССКОЙ СКАЗОЧНОЙ ТРАДИЦИИ ... : IMAGES OF A WITCH AND BABA YAGA IN TRADITIONAL ENGLISH AND RUSSIAN FOLKTALES ...
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Е.В. Рязанова. - : Иностранные языки в контексте межкультурной коммуникации, 2021
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How Agricultural Digital Innovation Can Benefit from Semantics: The Case of the AGROVOC Multilingual Thesaurus
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In: Engineering Proceedings ; Volume 9 ; Issue 1 (2021)
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Meaning in poetry: semantic annotation of verse with the Historical Thesaurus of English ...
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TatWordNet: A Linguistic Linked Open Data-Integrated WordNet Resource for Tatar ...
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