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4990404Computational Construction Grammarhttps://www.gandhi.com.mx/computational-construction-grammar-9781009233774/phttps://gandhi.vtexassets.com/arquivos/ids/4540410/image.jpg?v=638622136259000000387472MXNCambridge University PressInStock/Ebooks/<p>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.</p>...4726179Computational Construction Grammar387472https://www.gandhi.com.mx/computational-construction-grammar-9781009233774/phttps://gandhi.vtexassets.com/arquivos/ids/4540410/image.jpg?v=638622136259000000InStockMXN99999DIEbook20249781009233774_W3siaWQiOiJiZGQ0YTJmZi0zZDQxLTQ3YzAtYjMyMy05NWFmMjdhNDkzOWQiLCJsaXN0UHJpY2UiOjQxNCwiZGlzY291bnQiOjc0LCJzZWxsaW5nUHJpY2UiOjM0MCwiaW5jbHVkZXNUYXgiOnRydWUsInByaWNlVHlwZSI6Ildob2xlc2FsZSIsImN1cnJlbmN5IjoiTVhOIiwiZnJvbSI6IjIwMjQtMDktMTZUMDA6MDA6MDBaIiwicmVnaW9uIjoiTVgiLCJpc1ByZW9yZGVyIjpmYWxzZX1d9781009233774_<p>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.</p>...9781009233774_Cambridge University Presslibro_electonico_9781009233774_9781009233774Jonathan DunnInglésMéxico2024-06-06T00:00:00+00:00https://getbook.kobo.com/koboid-prod-public/cambridgeupress-epub-388097f1-b75b-4555-bbd5-5bb70c5ad6b8.epub2024-06-06T00:00:00+00:00Cambridge University Press