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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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FAIRsharing record for: Information and documentation -- Thesauri and interoperability with other vocabularies -- Part 1: Thesauri for information retrieval ... : ISO 25964-1:2011 ...
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Does Speaking Improve Comprehension and Processing of Turkish as a Foreign Language? A Virtual Computer-Assisted Language Learning Study ...
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Lexical activation in late bilinguals: effects of phonological neighbourhood on spoken word production
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Does Speaking Improve Comprehension and Processing of Turkish as a Foreign Language? A Virtual Computer-Assisted Language Learning Study ...
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Processing and recall of temporal references at the sentence level - experiment 4: different wording of questions ...
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Processing and recall of temporal references at the sentence level ...
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Does Case Marking influence the Timing of Verb Retrieval during Production? ...
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Processing and recall of temporal references at the sentence level - experiment 3 ...
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Processing and recall of temporal references at the sentence level - experiment 5: cleft sentences ...
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The Varying Roles of Morphosyntax in Memory and Sentence Processing: Retrieval and Encoding Interference in Brazilian Portuguese
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Neural Methods Towards Concept Discovery from Text via Knowledge Transfer
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In: http://rave.ohiolink.edu/etdc/view?acc_num=osu1572387318988274 (2019)
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The Syntax, Semantics and Processing of Agreement and Binding Grammatical Illusions
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HAWAIIAN MORPHEMES: IDENTIFICATION, USAGE, AND APPLICATION IN INFORMATION RETRIEVAL
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GeoAnnotator: A Collaborative Semi-Automatic Platform for Constructing Geo-Annotated Text Corpora
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In: Purdue University Libraries Open Access Publishing Support Fund (2019)
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