Computational Modeling of Human Language Acquisition (Synthesis Lectures on Human Language Technologies)
暫譯: 人類語言習得的計算模型(人類語言技術綜合講座)
Afra Alishahi
- 出版商: Morgan & Claypool
- 出版日期: 2010-11-04
- 售價: $1,620
- 貴賓價: 9.5 折 $1,539
- 語言: 英文
- 頁數: 108
- 裝訂: Paperback
- ISBN: 1608453391
- ISBN-13: 9781608453399
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商品描述
This book provides an overview of the main research questions in the field of human language acquisition. It reviews the most commonly used computational frameworks, methodologies and resources for modeling child language learning, and the evaluation techniques used for assessing these computational models. The book is aimed at cognitive scientists who want to become familiar with the available computational methods for investigating problems related to human language acquisition, as well as computational linguists who are interested in applying their skills to the study of child language acquisition. Different aspects of language learning are discussed in separate chapters, including the acquisition of the individual words, the general regularities which govern word and sentence form, and the associations between form and meaning. For each of these aspects, the challenges of the task are discussed and the relevant empirical findings on children are summarized. Furthermore, the existing computational models that attempt to simulate the task under study are reviewed, and a number of case studies are presented. Table of Contents: Overview / Computational Models of Language Learning / Learning Words / Putting Words Together / Form--Meaning Associations / Final Thoughts
商品描述(中文翻譯)
本書提供了人類語言習得領域主要研究問題的概述。它回顧了最常用的計算框架、方法論和資源,以建模兒童語言學習,以及用於評估這些計算模型的評估技術。本書旨在幫助認知科學家熟悉可用的計算方法,以研究與人類語言習得相關的問題,以及對兒童語言習得研究感興趣的計算語言學家。
本書在不同章節中討論語言學習的不同方面,包括個別單詞的習得、支配單詞和句子形式的一般規律,以及形式與意義之間的關聯。對於這些方面中的每一個,書中討論了任務的挑戰並總結了有關兒童的相關實證研究結果。此外,還回顧了現有的計算模型,這些模型試圖模擬所研究的任務,並呈現了一些案例研究。
目錄:概述 / 語言學習的計算模型 / 學習單詞 / 組合單詞 / 形式與意義的關聯 / 最後的思考