Computational construction grammar: a usage-based approach
This Element introduces a usage-based computational approach to Construction Grammar that draws on techniques from natural language processing and unsupervised machine learning. This work explores how to represent constructions, how to learn constructions from a corpus, and how to arrange the constr...
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| Main Author: | |
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| Format: | Electronic eBook |
| Language: | English |
| Published: |
Cambridge
Cambridge University Press
2024
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| Series: | Cambridge elements
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| Subjects: | |
| Online Access: | DE-12 DE-473 Volltext |
| Summary: | This Element introduces a usage-based computational approach to Construction Grammar that draws on techniques from natural language processing and unsupervised machine learning. This work explores how to represent constructions, how to learn constructions from a corpus, and how to arrange the constructions in a grammar as a network. From a theoretical perspective, this Element examines how construction grammars emerge from usage alone as complex systems, with slot-constraints learned at the same time that constructions are learned. From a practical perspective, this work is accompanied by a Python package which enables linguists to incorporate construction grammars into their own corpus-based work. The computational experiments in this Element are important for testing the learnability, variability, and confirmability of Construction Grammar as a theory of language. All code examples will leverage the cloud computing platform Code Ocean to guide readers through implementation of these algorithms |
| Item Description: | Title from publisher's bibliographic system (viewed on 08 May 2024) |
| Physical Description: | 1 Online-Ressource (99 Seiten) |
| ISBN: | 9781009233743 |
| DOI: | 10.1017/9781009233743 |
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| indexdate | 2024-12-06T13:13:00Z |
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| isbn | 9781009233743 |
| language | English |
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| spelling | Dunn, Jonathan aut Computational construction grammar a usage-based approach Jonathan Dunn Cambridge Cambridge University Press 2024 1 Online-Ressource (99 Seiten) txt rdacontent c rdamedia cr rdacarrier Cambridge elements Title from publisher's bibliographic system (viewed on 08 May 2024) This Element introduces a usage-based computational approach to Construction Grammar that draws on techniques from natural language processing and unsupervised machine learning. This work explores how to represent constructions, how to learn constructions from a corpus, and how to arrange the constructions in a grammar as a network. From a theoretical perspective, this Element examines how construction grammars emerge from usage alone as complex systems, with slot-constraints learned at the same time that constructions are learned. From a practical perspective, this work is accompanied by a Python package which enables linguists to incorporate construction grammars into their own corpus-based work. The computational experiments in this Element are important for testing the learnability, variability, and confirmability of Construction Grammar as a theory of language. All code examples will leverage the cloud computing platform Code Ocean to guide readers through implementation of these algorithms Computational linguistics Construction grammar Erscheint auch als Druck-Ausgabe 9781009507608 Erscheint auch als Druck-Ausgabe 9781009233767 https://doi.org/10.1017/9781009233743?locatt=mode:legacy Verlag URL des Erstveröffentlichers Volltext |
| spellingShingle | Dunn, Jonathan Computational construction grammar a usage-based approach Computational linguistics Construction grammar |
| title | Computational construction grammar a usage-based approach |
| title_auth | Computational construction grammar a usage-based approach |
| title_exact_search | Computational construction grammar a usage-based approach |
| title_full | Computational construction grammar a usage-based approach Jonathan Dunn |
| title_fullStr | Computational construction grammar a usage-based approach Jonathan Dunn |
| title_full_unstemmed | Computational construction grammar a usage-based approach Jonathan Dunn |
| title_short | Computational construction grammar |
| title_sort | computational construction grammar a usage based approach |
| title_sub | a usage-based approach |
| topic | Computational linguistics Construction grammar |
| topic_facet | Computational linguistics Construction grammar |
| url | https://doi.org/10.1017/9781009233743?locatt=mode:legacy |
| work_keys_str_mv | AT dunnjonathan computationalconstructiongrammarausagebasedapproach |