Computational Construction Grammar:A Usage-Based Approach (Elements in Cognitive Linguistics)
by: Jonathan Dunn (Author)
Publisher: Cambridge University Press
Publication Date: 31 May 2024
Language: English
Print Length: 75 pages
ISBN-10: 1009507605
ISBN-13: 9781009507608
Book Description
This Element introduces a usage-based computational approach to Construction Grammar that draws on techniques from natural language processing and unsupervised machine leaing. This work explores how to represent constructions, how to lea 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 leaed at the same time that constructions are leaed. 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 leaability, 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.
This Element introduces a usage-based computational approach to Construction Grammar that draws on techniques from natural language processing and unsupervised machine leaing. This work explores how to represent constructions, how to lea 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 leaed at the same time that constructions are leaed. 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 leaability, 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.
未经允许不得转载：Wow! eBook » Computational Construction Grammar:A Usage-Based Approach (Elements in Cognitive Linguistics)