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Representation Learning for Natural Language Processing

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ISBN: 9789811555732 Year: Pages: 334 DOI: 10.1007/978-981-15-5573-2 Language: English
Publisher: Springer Nature
Subject: Computer Science --- Linguistics
Added to DOAB on : 2020-07-15 23:58:09
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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.

Semantic Systems. In the Era of Knowledge Graphs

Authors: --- --- --- --- et al.
Book Series: Lecture Notes in Computer Science; Information Systems and Applications, incl. Internet/Web, and HCI ISBN: 9783030598334 Year: Pages: 127 DOI: 10.1007/978-3-030-59833-4 Language: English
Publisher: Springer Nature
Subject: Computer Science
Added to DOAB on : 2020-11-19 00:19:47
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This open access book constitutes the refereed proceedings of the 16th International Conference on Semantic Systems, SEMANTiCS 2020, held in Amsterdam, The Netherlands, in September 2020. The conference was held virtually due to the COVID-19 pandemic.

Programming Languages and Systems

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Book Series: Lecture Notes in Computer Science; Theoretical Computer Science and General Issues ISBN: 9783030449148 Year: Pages: 772 DOI: 10.1007/978-3-030-44914-8 Language: English
Publisher: Springer Nature
Subject: Computer Science
Added to DOAB on : 2020-05-14 09:30:21
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This open access book constitutes the proceedings of the 29th European Symposium on Programming, ESOP 2020, which was planned to take place in Dublin, Ireland, in April 2020, as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2020. The actual ETAPS 2020 meeting was postponed due to the Corona pandemic. The papers deal with fundamental issues in the specification, design, analysis, and implementation of programming languages and systems.

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