Computational Modeling of Human Language Acquisition (Synthesis Lectures on Human Language Technologies) - Softcover

Alishahi, Afra

Softcover

ISBN 10: 1608453391 ISBN 13: 9781608453399

Publisher: Morgan and Claypool Publishers, 2010

Synopsis

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

Edition details

• Publisher: Morgan and Claypool Publishers
• Publication date: 2010
• Language: English
• ISBN 10: 1608453391
• ISBN 13: 9781608453399
• Binding: Paperback
• Number of pages: 108