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Learning Hidden Structure: Derived Environment Effects and the Richness of the Base.
Содержание
Learning Hidden Structure: Derived Environment Effects and the Richness of the Base.
자료유형  
 학위논문
Control Number  
0017160587
International Standard Book Number  
9798381968682
Dewey Decimal Classification Number  
401
Main Entry-Personal Name  
Tan, Adeline R.
Publication, Distribution, etc. (Imprint  
[S.l.] : University of California, Los Angeles., 2024
Publication, Distribution, etc. (Imprint  
Ann Arbor : ProQuest Dissertations & Theses, 2024
Physical Description  
244 p.
General Note  
Source: Dissertations Abstracts International, Volume: 85-09, Section: A.
General Note  
Advisor: Zuraw, Kie Ross.
Dissertation Note  
Thesis (Ph.D.)--University of California, Los Angeles, 2024.
Summary, Etc.  
요약Hidden structure refers to the units of organization that a child cannot directly observe when they are learning language (e.g. phonemes, morpheme boundaries, URs, phrases). In this dissertation, I propose a novel computational model that learns hidden structures in-tandem with the grammar. My model consists of two Maximum Entropy sub-models that are chained via the product rule. Since I treat the hidden structure as a latent variable, the learner is free to match the observed surface pattern via different intermediary URs. Latent variable models have no guarantee of concavity, so I develop a novel sampling technique to simulate a population of language learners.When presented with the same surface information, different human learners may arrive at different analyses (i.e. inter-speaker variation in analyses). In a production task with the -ity suffix and nonce stems, Pierrehumbert (2006) found that 2 in 10 participants never applied velar softening. This suggests that approximately 20% of learners may not learn the grammar for velar softening, but may instead memorize full underlying forms (e.g. /ɪlɛktɹɪsɪti/) for existing words. For velar softening, my model not only correctly predicts that there are multiple solutions for one surface pattern, it also correctly predicts the proportion of human speakers that will pick each solution.In the Rich Base problem, there are two grammars that satisfy one surface pattern. However, humans only acquire one grammar - the Rich Base Grammar (as evidenced by loan word adaptation). In my simulated population of language learners, I find an overwhelming preference for the Rich Base Grammar to be learned. This preference emerges from my model's ability to leverage the superior utility of the Rich Base Grammar over its non-Rich Base counterpart (without needing to build in any extra mechanisms or biases).English CiV lengthening appears at first blush to be a derived environment effect, whose triggering condition - the derived environment - cannot be directly observed. My experiments confirm the productivity of CiV lengthening. I reanalyze CiV lengthening as the emergence of the unmarked Stress-to-Weight Principle, thus simplifying CiV Lengthening from a complex hidden structure problem to a surface true phenomenon.
Subject Added Entry-Topical Term  
Linguistics.
Subject Added Entry-Topical Term  
Language.
Subject Added Entry-Topical Term  
Sociolinguistics.
Index Term-Uncontrolled  
Emergence of the unmarked
Index Term-Uncontrolled  
Hidden structure
Index Term-Uncontrolled  
Maximum entropy
Index Term-Uncontrolled  
Phonology
Index Term-Uncontrolled  
Underlying representation
Added Entry-Corporate Name  
University of California, Los Angeles Linguistics 0510
Host Item Entry  
Dissertations Abstracts International. 85-09A.
Electronic Location and Access  
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Control Number  
joongbu:658595
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