Representation learning for natural language processing / Zhiyuan Liu, Yankai Lin, Maosong Sun.
Liu, Zhiyuan, author.; Lin, Yankai, author.; Sun, Maosong, author.
2020
QA76.9.N38
Available Online

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Title Representation learning for natural language processing / Zhiyuan Liu, Yankai Lin, Maosong Sun.
Author Liu, Zhiyuan, author.
ISBN 9789811555732 (electronic book)
9811555737 (electronic book)
9789811555725
9811555729
DOI https://doi.org/10.1007/978-981-15-5573-2
https://doi.org/10.1007/978-981-15-5
Published Singapore : Springer, 2020.
Language English
Description 1 online resource (xxiv, 334 pages) : illustrations
Item Number 10.1007/978-981-15-5573-2 doi
10.1007/978-981-15-5
Call Number QA76.9.N38
Dewey Decimal Classification 006.3/5
Summary 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 words, phrases, sentences and documents. Part II then introduces the representation techniques for those objects that are closely related to NLP, including entity-based world knowledge, sememe-based linguistic knowledge, networks, and cross-modal entries. Lastly, Part III provides open resource tools for representation learning techniques, and discusses the remaining challenges and future research directions. The theories and algorithms of representation learning presented can also benefit other related domains such as machine learning, social network analysis, semantic Web, information retrieval, data mining and computational biology. This book is intended for advanced undergraduate and graduate students, post-doctoral fellows, researchers, lecturers, and industrial engineers, as well as anyone interested in representation learning and natural language processing.
Bibliography, etc. Note Includes bibliographical references.
Access Note Access limited to authorized users.
Source of Description Online resource; title from PDF title page (SpringerLink, viewed July 23, 2020).
Added Author Lin, Yankai, author.
Sun, Maosong, author.
Available in Other Form Print version: 9789811555725
Linked Resources Online Access
Record Appears in Online Resources > Ebooks
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1. Representation Learning and NLP
2. Word Representation
3. Compositional Semantics
4. Sentence Representation
5. Document Representation
6. Sememe Knowledge Representation
7. World Knowledge Representation
8. Network Representation
9. Cross-Modal Representation
10. Resources
11. Outlook.

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