Literature DB >> 35706513

Zero-inflated beta distribution applied to word frequency and lexical dispersion in corpus linguistics.

Brent Burch1, Jesse Egbert2.   

Abstract

Corpus linguistics is the study of language as expressed in a body of texts or documents. The relative frequency of a word within a text and the dispersion of the word across the collection of texts provide information about the word's prominence and diffusion, respectively. In practice, people tend to use a relatively small number of words in a language's inventory of words and thus a large number of words in the lexicon are rarely employed. The zero-inflated beta distribution enables one to model the relative frequency of a word in a text since some texts may not even contain the word under study. In this paper, the expectation of a word's prominence and dispersion are defined under the zero-inflated beta model. Estimates of a word's prominence and dispersion are computed for words in the British National Corpus 1994 (BNC), a 100 million word collection of written and spoken language of a wide range of British English. The relationship between a word's prominence and dispersion is discussed as well as measures that are functions of both prominence and dispersion.
© 2019 Informa UK Limited, trading as Taylor & Francis Group.

Entities:  

Keywords:  62E15; 62F10; 62P25; British National Corpus; mixture distribution; ranking words; word usage; zero-inflated beta distribution

Year:  2019        PMID: 35706513      PMCID: PMC9041928          DOI: 10.1080/02664763.2019.1636941

Source DB:  PubMed          Journal:  J Appl Stat        ISSN: 0266-4763            Impact factor:   1.416


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