Carignan, Christopher;
              
      
            
                Chen, Juqiang;
              
      
            
                Harvey, Mark;
              
      
            
                Stockigt, Clara;
              
      
            
                Simpson, Jane;
              
      
            
                Strangways, Sydney;
              
      
        
        
  
(2023)
  An investigation of the dynamics of vowel nasalization in Arabana using machine learning of acoustic features.
Laboratory Phonology
, 14
       (1)
    
     pp. 1-31.
    
         10.16995/labphon.9152.
  
  
      
    
  
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Abstract
This paper presents exploratory research on temporally dynamic patterns of vowel nasalization from two speakers of Arabana. To derive a dynamic measure of nasality, we use gradient tree boosting algorithms to statistically learn the mapping between acoustics and vowel nasality in a speaker-specific manner. Three primary findings emerge: (1) NVN contexts exhibit nasalization throughout the entirety of the vowel interval, and we propose that a similar co-articulatory realization previously acted to resist diachronic change in this environment; (2) anticipatory vowel nasalization is nearly as extensive as carryover vowel nasalization, which is contrary to previous claims; and (3) the degree of vowel nasalization in word-initial contexts is relatively high, even in the #_C environment, suggesting that the sound change *#Na > #a has involved the loss of the oral constriction associated with N but not the complete loss of the velum gesture.
| Type: | Article | 
|---|---|
| Title: | An investigation of the dynamics of vowel nasalization in Arabana using machine learning of acoustic features | 
| Open access status: | An open access version is available from UCL Discovery | 
| DOI: | 10.16995/labphon.9152 | 
| Publisher version: | https://doi.org/10.16995/labphon.9152 | 
| Language: | English | 
| Additional information: | This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third-party material in this article are included in the Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ | 
| Keywords: | Social Sciences, Linguistics, Language & Linguistics, NASAL COARTICULATION, BREATHY VOICE, TIME, CONSONANTS, CONTRAST, FORMANT, ENGLISH, STOP | 
| UCL classification: | UCL UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > Div of Psychology and Lang Sciences UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > Div of Psychology and Lang Sciences > Speech, Hearing and Phonetic Sciences  | 
        
| URI: | https://discovery.ucl.ac.uk/id/eprint/10166885 | 
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