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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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Is implicit information quantifiable? A corpus-based analysis of British and Italian political tweets. ...
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Is implicit information quantifiable? A corpus-based analysis of British and Italian political tweets. ...
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Streamed Trials and Televised Confessions: A Linguistic Analysis of the Intersection of Law and Media in the People’s Republic of China
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REVIEW: Thurlow Crispin, Dürscheid Christa & Diémoz Federica (eds) (2020). Visualizing digital discourse. Berlin/Boston: De Gruyter.
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In: https://hal.archives-ouvertes.fr/hal-03218125 ; 2021 (2021)
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Repositioning Graphic Heritage booklet (online version) ...
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Repositioning Graphic Heritage booklet (online version) ...
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Plant poster: Spinnekopblom (Bilingual Ju|'hoansi and English with QR codes) ...
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Plant poster: Spinnekopblom (Bilingual Ju|'hoansi and English with embedded audio) ...
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Plant poster: Spinnekopblom (Bilingual Ju|'hoansi and English with embedded audio) ...
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A modest proposal for conducting future research on media portrayals of Islam and Muslims in Indonesia ...
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A modest proposal for conducting future research on media portrayals of Islam and Muslims in Indonesia ...
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Plant poster: Marula (Bilingual Ju|'hoansi and English with QR codes) ...
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