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Article . Conference object . 2021
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Étude comparative de méthodes de classification multilingue appliquées à l'épidémiologie

Authors: Mutuvi, Stephen; Boros, Emanuela; Doucet, Antoine; Lejeune, Gaël; Jatowt, Adam; Odeo, Moses;

Étude comparative de méthodes de classification multilingue appliquées à l'épidémiologie

Abstract

Dans cet article, nous abordons la tâche de classification multilingue de textes dans le domaine épidémiologique. Nous comparons différents modèles d'apprentissage automatique et d'apprentissage profond à l'aide d'un jeu de données multilingue comprenant des articles de presse en six langues. Notre objectif est d'analyser l'influence de la famille de langue, de la structure du document et de la taille des données sur les résultats de classification. Nos résultats indiquent que les performances des modèles basés sur des modèles linguistiques dépassent de plus de 50% les baselines, parmi lesquelles un système spécialisé de surveillance épidémiologique et plusieurs modèles d'apprentissage automatique.

Country
France
Related Organizations
Keywords

[INFO.INFO-TT]Computer Science [cs]/Document and Text Processing, [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG], [INFO.INFO-IR]Computer Science [cs]/Information Retrieval [cs.IR], [INFO.INFO-DL]Computer Science [cs]/Digital Libraries [cs.DL], [INFO.INFO-HC]Computer Science [cs]/Human-Computer Interaction [cs.HC], [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL], [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]

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    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
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visibility
download
citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
downloads
OpenAIRE UsageCountsDownloads provided by UsageCounts
0
Average
Average
Average
39
23
Funded by
EC| EMBEDDIA
Project
EMBEDDIA
Cross-Lingual Embeddings for Less-Represented Languages in European News Media
  • Funder: European Commission (EC)
  • Project Code: 825153
  • Funding stream: H2020 | RIA
Validated by funder
,
EC| NewsEye
Project
NewsEye
NewsEye: A Digital Investigator for Historical Newspapers
  • Funder: European Commission (EC)
  • Project Code: 770299
  • Funding stream: H2020 | RIA
Validated by funder | sysimport:actionset
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