Natural Language Processing for Corpus Linguistics

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Linguistics - Linguistics
Natural Language Processing for Corpus...

Natural Language Processing for Corpus Linguistics

Name: Natural Language Processing for Corpus Linguistics
ISBN: 9781009070447

Jonathan Dunn

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Corpus analysis can be expanded and scaled up by incorporating computational methods from natural language processing. This Element shows how text classification and text similarity models can extend our ability to undertake corpus linguistics across very large corpora. These computational methods are becoming increasingly important as corpora grow too large for more traditional types of linguistic analysis. We draw on five case studies to show how and why to use computational methods, ranging from usage-based grammar to authorship analysis to using social media for corpus-based sociolinguistics. Each section is accompanied by an interactive code notebook that shows how to implement the analysis in Python. A stand-alone Python package is also available to help readers use these methods with their own data. Because large-scale analysis introduces new ethical problems, this Element pairs each new methodology with a discussion of potential ethical implications.

Категории:

Linguistics - Linguistics

Год:

2022

Издательство:

Cambridge University Press

Язык:

english

Страницы:

ISBN 10:

1009070444

ISBN 13: