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Islands and Bridges of Language: Bio-Inspired Structural Analysis of Language Embedding Data
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Abstract:
In this thesis, I propose a method of applying an agent-based model named Monte Carlo Physarum Machine (MCPM) to language embedding data. This method has been previously applied in astronomy for inferring the quasi-fractal structure of the cosmic web. In this thesis, I show that this model can provide a distinct scope to understand, analyze and extract information from language embedding data. I assess the novelty of the algorithm rst by identifying the characteristics of the revealed structure through visualization, and generate word similarity metrics in comparison with other status quo similarity metrics. In addition, I propose a visualization tool to further help explore the language embedding space in 3D. As a result, I argue that both the MCPM method and the visualization tool can assist examining the structure of language embedding in the reduced 3D space.
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Keyword:
Computer science; Data Science; Data Visualization; Digital Media; Information Retrieval; Linguistics; Natural Language Processing
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URL: https://escholarship.org/uc/item/6zj1r9ch
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| 2 |
« “Twitta” “Intellectuelle” “Influenceuse” ? Être enseignante-chercheuse sur twitter »
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In: ISSN: 1763-0061 ; EISSN: 1963-1812 ; Tracés : Revue de Sciences Humaines ; https://hal.archives-ouvertes.fr/hal-03592945 ; Tracés : Revue de Sciences Humaines, ENS Éditions, A paraître (2022)
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| 3 |
Renouvellement paradigmatique dans l’analyse des discours numériques : le cas de la communication politique sur les RSN
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In: ISSN: 2116-1747 ; Etudes de stylistique anglaise ; https://hal-amu.archives-ouvertes.fr/hal-03584927 ; Etudes de stylistique anglaise, Société de stylistique anglaise, Lyon, 2022, Renaissance(s)/Rebirth(s), ⟨10.4000/esa.4816⟩ ; https://journals.openedition.org/esa/4816 (2022)
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| 4 |
Face-to-face and telepractice assessments (Castilla-Earls et al., 2022) ...
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| 5 |
Face-to-face and telepractice assessments (Castilla-Earls et al., 2022) ...
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| 6 |
Digital and Spatial Humanities Mapping: Eurasia-Pacific Early Trade and Belief Linkages
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In: Monsoon: South Asian Studies Association Journal (2022)
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2021 Internet as editing tool for non-English speaking researchers.docx ...
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| 8 |
2021 Internet as editing tool for non-English speaking researchers.docx ...
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| 9 |
Exploring Mobile Screen Media Use Among Preschoolers and the Implications for Supporting Children’s Early Language and Literacy Skills
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| 15 |
Letter–sound correspondence online training for individuals who use AAC (Caron et al., 2022) ...
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| 16 |
Letter–sound correspondence online training for individuals who use AAC (Caron et al., 2022) ...
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| 17 |
Invective Gaze - Das digitale Bild und die Kultur der Beschämung
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In: 99 ; Edition Medienwissenschaft ; 206 (2022)
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| 18 |
Gegen die Öffentlichkeit: Alternative Nachrichtenmedien im deutschsprachigen Raum
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Schwaiger, Lisa. - : transcript Verlag, 2022. : DEU, 2022. : Bielefeld, 2022
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In: 46 ; Digitale Gesellschaft ; 327 (2022)
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| 19 |
Live Text Coverage of Political Events : Combining Content and Corpus-based Discourse Analysis
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| 20 |
Desinformación y multialfabetización: Una revisión sistemática de la literatura
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In: Comunicar: Revista científica iberoamericana de comunicación y educación, ISSN 1134-3478, Nº 70, 2022 (Ejemplar dedicado a: Nuevos retos del profesorado ante la enseñanza digital), pags. 97-110 (2022)
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