Representation Learning for Natural Language Processing

• Main Authors: Liu, Zhiyuan, Lin, Yankai, Sun, Maosong
• Format: eBook
• Language: English
• Published: Singapore Springer Nature 2020; Springer Singapore Pte. Limited; Springer
• Edition: 1
• Subjects: Artificial intelligence; Big Data; Computational and corpus linguistics; Computational Linguistics; Computer science; Computer Technology; Computing and Information Technology; Data mining; Data Mining and Knowledge Discovery; Deep Learning; Document Representation; Expert systems / knowledge-based systems; Knowledge Representation; Language and Linguistics; Language Arts; Linguistics; Machine Learning; Natural language & machine translation; Natural language and machine translation; Natural Language Processing; Natural language processing (Computer science); Natural Language Processing (NLP); Nonfiction; Open Access; Representation Learning; Word Representation

This open access book provides an overview of the recent advances in representation learning theory, algorithms and applications for natural language processing (NLP). It is divided into three parts. Part I presents the representation learning techniques for multiple language entries, including word...