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Visualizing cluster of words: a graphical approach to grammar acquisition
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In: CLADAG 2021 BOOK OF ABSTRACTS AND SHORT PAPERS 13th Scientific Meeting of the Classification and Data Analysis Group - Firenze, September 9-11, 2021 ; https://hal.archives-ouvertes.fr/hal-03320170 ; Giovanni C. Porzio; Carla Rampichini; Chiara Bocci. CLADAG 2021 BOOK OF ABSTRACTS AND SHORT PAPERS 13th Scientific Meeting of the Classification and Data Analysis Group - Firenze, September 9-11, 2021, Firenze University Press, pp.392-395, 2021, 978-88-5518-340-6. ⟨10.36253/978-88-5518-340-6⟩ (2021)
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Abstract:
International audience ; Language has been traditionally considered as a qualitative phenomenon that mainly requires hermeneutical methodologies in order to be studied, yet in recent decades thanks to advances in data storage, processing and visualization - there has been a growing and fertile interest in analysing language by relying on statistics and quantitative methods. In light of these motivations, we think it is worthwhile to try to explore databases made up of transcripted infant children spoken language in order to verify whether and how underlying patterns and recurrent sequences of learning stages work during acquisition. So, we think that the Expectation Maximization clustering method combined with an innovative graphical visualization can be useful to evaluate the development of linguistic structures over time in a reliable way.
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Keyword:
[SHS]Humanities and Social Sciences; EM clustering; first language acquisition; graphical visualization; phonetic variation rate; POS Tags
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URL: https://hal.archives-ouvertes.fr/hal-03320170/document
https://hal.archives-ouvertes.fr/hal-03320170/file/19407%20pages%20392%20-%20395.pdf
https://doi.org/10.36253/978-88-5518-340-6
https://hal.archives-ouvertes.fr/hal-03320170
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A logistic regression model for predicting child language performance ; Un modèle de régression logistique pour la prédiction du développement langagier chez l'enfant
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In: SIS 2021, 50th Annuale Conference of the Italian Statistical Society" ; https://hal.archives-ouvertes.fr/hal-03318721 ; SIS 2021, 50th Annuale Conference of the Italian Statistical Society", Jun 2021, Pise, Italy (2021)
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Model-based clustering and first language acquisition ; Clustering basé sur des modèles et acquisition du langage
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In: Book of Short Papers of the 5th international workshop onModels and Learning for Clustering and Classification MBC2 2020, Catania, Italy ; https://hal.archives-ouvertes.fr/hal-03444191 ; Book of Short Papers of the 5th international workshop on Models and Learning for Clustering and Classification MBC2 2020, Catania, Italy, 2021 (2021)
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Classification des catégories grammaticales sur deux corpus longitudinaux d’enfants
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In: Actes des 2èmes journées scientifiques du Groupement de Recherche Linguistique Informatique Formelle et de Terrain (LIFT). ; 2èmes journées scientifiques du Groupement de Recherche Linguistique Informatique Formelle et de Terrain (LIFT) ; https://hal.archives-ouvertes.fr/hal-03047149 ; 2èmes journées scientifiques du Groupement de Recherche Linguistique Informatique Formelle et de Terrain (LIFT), 2020, Montrouge, France. pp.23-33 (2020)
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Classification des catégories grammaticales sur un corpus longitudinal d’enfant
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In: 2e Journées GdR LIFT, Linguistique Informatique Formelle et de Terrain ; https://hal.archives-ouvertes.fr/hal-03159882 ; 2e Journées GdR LIFT, Linguistique Informatique Formelle et de Terrain, Dec 2020, Nancy, France. pp.28-38 ; https://bul.univ-lorraine.fr/index.php/s/AcbswRNMgs4qQb6 (2020)
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