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University of Massachusetts Amherst

2020

Phonology

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Emergent Typological Effects Of Agent-Based Learning Models In Maximum Entropy Grammar, Coral Hughto Dec 2020

Emergent Typological Effects Of Agent-Based Learning Models In Maximum Entropy Grammar, Coral Hughto

Doctoral Dissertations

This dissertation shows how a theory of grammatical representations and a theory of learning can be combined to generate gradient typological predictions in phonology, predicting not only which patterns are expected to exist, but also their relative frequencies: patterns which are learned more easily are predicted to be more typologically frequent than those which are more difficult. In Chapter 1 I motivate and describe the specific implementation of this methodology in this dissertation. Maximum Entropy grammar (Goldwater & Johnson 2003) is combined with two agent-based learning models, the iterated and the interactive learning model, each of which mimics a type …