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Chronological corpora curve clustering: From scientific corpora construction to knowledge dynamics discovery through word life-cycles clustering

Trevisani, Matilde
•
Tuzzi, Arjuna
2018
  • journal article

Periodico
METHODSX (AMSTERDAM)
Abstract
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.
DOI
10.1016/j.mex.2018.11.010
WOS
WOS:000454531500174
Archivio
http://hdl.handle.net/11368/2934626
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85057614916
http://www.journals.elsevier.com/methodsx/
Diritti
open access
license:creative commons
license uri:http://creativecommons.org/licenses/by-nc-nd/4.0/
FVG url
https://arts.units.it/bitstream/11368/2934626/1/1-s2.0-S2215016118301912-main.pdf
Soggetti
  • Diachronic corpora

  • Functional data analy...

  • Normalization

  • Cluster number select...

Scopus© citazioni
0
Data di acquisizione
Jun 14, 2022
Vedi dettagli
Web of Science© citazioni
0
Data di acquisizione
Mar 21, 2024
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