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Chronological corpora curve clustering: From scientific corpora construction to knowledge dynamics discovery through word life-cycles clustering
Aim of this procedural method is to construct well-founded corpora of scientific literature, and, hence, to track the evolution of knowledge fields from the reconstruction and clustering of words’ life-cycles. The method contains: • an original selection process of relevant keywords involving the id...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6287063/ https://www.ncbi.nlm.nih.gov/pubmed/30568881 http://dx.doi.org/10.1016/j.mex.2018.11.010 |
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author | Trevisani, Matilde Tuzzi, Arjuna |
author_facet | Trevisani, Matilde Tuzzi, Arjuna |
author_sort | Trevisani, Matilde |
collection | PubMed |
description | Aim of this procedural method is to construct well-founded corpora of scientific literature, and, hence, to track the evolution of knowledge fields from the reconstruction and clustering of words’ life-cycles. The method contains: • an original selection process of relevant keywords involving the identification of relevant stems and stem n-grams through a matching with item lists of relevant glossaries; • several types of normalization of temporal trajectories of word raw frequencies; • a properly customized clustering of word life-cycles, with a graphical extensive investigation of the best candidates for cluster number, to unveil the important dynamics and decipher the history of a scientific field. |
format | Online Article Text |
id | pubmed-6287063 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-62870632018-12-19 Chronological corpora curve clustering: From scientific corpora construction to knowledge dynamics discovery through word life-cycles clustering Trevisani, Matilde Tuzzi, Arjuna MethodsX Computer Science Aim of this procedural method is to construct well-founded corpora of scientific literature, and, hence, to track the evolution of knowledge fields from the reconstruction and clustering of words’ life-cycles. The method contains: • an original selection process of relevant keywords involving the identification of relevant stems and stem n-grams through a matching with item lists of relevant glossaries; • several types of normalization of temporal trajectories of word raw frequencies; • a properly customized clustering of word life-cycles, with a graphical extensive investigation of the best candidates for cluster number, to unveil the important dynamics and decipher the history of a scientific field. Elsevier 2018-11-19 /pmc/articles/PMC6287063/ /pubmed/30568881 http://dx.doi.org/10.1016/j.mex.2018.11.010 Text en © 2018 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Computer Science Trevisani, Matilde Tuzzi, Arjuna Chronological corpora curve clustering: From scientific corpora construction to knowledge dynamics discovery through word life-cycles clustering |
title | Chronological corpora curve clustering: From scientific corpora construction to knowledge dynamics discovery through word life-cycles clustering |
title_full | Chronological corpora curve clustering: From scientific corpora construction to knowledge dynamics discovery through word life-cycles clustering |
title_fullStr | Chronological corpora curve clustering: From scientific corpora construction to knowledge dynamics discovery through word life-cycles clustering |
title_full_unstemmed | Chronological corpora curve clustering: From scientific corpora construction to knowledge dynamics discovery through word life-cycles clustering |
title_short | Chronological corpora curve clustering: From scientific corpora construction to knowledge dynamics discovery through word life-cycles clustering |
title_sort | chronological corpora curve clustering: from scientific corpora construction to knowledge dynamics discovery through word life-cycles clustering |
topic | Computer Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6287063/ https://www.ncbi.nlm.nih.gov/pubmed/30568881 http://dx.doi.org/10.1016/j.mex.2018.11.010 |
work_keys_str_mv | AT trevisanimatilde chronologicalcorporacurveclusteringfromscientificcorporaconstructiontoknowledgedynamicsdiscoverythroughwordlifecyclesclustering AT tuzziarjuna chronologicalcorporacurveclusteringfromscientificcorporaconstructiontoknowledgedynamicsdiscoverythroughwordlifecyclesclustering |