Computational Construction Grammar: A Usage-Based Approach
Dunn, Jonathan
- 出版商: Cambridge
- 出版日期: 2024-06-06
- 售價: $1,020
- 貴賓價: 9.5 折 $969
- 語言: 英文
- 頁數: 75
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1009233769
- ISBN-13: 9781009233767
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商品描述
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 work 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 work are important for testing the learnability, variability, and confirmability of Construction Grammar as a theory of language.
商品描述(中文翻譯)
這本書介紹了一種基於使用情境的計算方法,運用自然語言處理和無監督機器學習技術,來探討構式語法。本書探討了如何表示構式、如何從語料庫中學習構式,以及如何將構式排列成網絡形式的語法。從理論角度來看,本書研究了構式語法如何僅通過使用情境而形成複雜的系統,同時學習構式時也學習了槽約束。從實踐角度來看,本書附帶了一個Python套件,使語言學家能夠將構式語法應用於自己的基於語料庫的工作中。本書中的計算實驗對於測試構式語法作為語言理論的可學習性、變異性和可確認性非常重要。