TY - BOOK ID - 65157493 TI - Representation Learning for Natural Language Processing AU - Liu, Zhiyuan. AU - Lin, Yankai. AU - Sun, Maosong. PY - 2020 SN - 9811555737 9811555729 PB - Singapore : Springer Nature Singapore : Imprint: Springer, DB - UniCat KW - Natural language processing (Computer science). KW - Computational linguistics. KW - Artificial intelligence. KW - Data mining. KW - Natural Language Processing (NLP). KW - Computational Linguistics. KW - Artificial Intelligence. KW - Data Mining and Knowledge Discovery. KW - Algorithmic knowledge discovery KW - Factual data analysis KW - KDD (Information retrieval) KW - Knowledge discovery in data KW - Knowledge discovery in databases KW - Mining, Data KW - Database searching KW - AI (Artificial intelligence) KW - Artificial thinking KW - Electronic brains KW - Intellectronics KW - Intelligence, Artificial KW - Intelligent machines KW - Machine intelligence KW - Thinking, Artificial KW - Bionics KW - Cognitive science KW - Digital computer simulation KW - Electronic data processing KW - Logic machines KW - Machine theory KW - Self-organizing systems KW - Simulation methods KW - Fifth generation computers KW - Neural computers KW - Automatic language processing KW - Language and languages KW - Language data processing KW - Linguistics KW - Natural language processing (Linguistics) KW - Applied linguistics KW - Cross-language information retrieval KW - Mathematical linguistics KW - Multilingual computing KW - NLP (Computer science) KW - Artificial intelligence KW - Human-computer interaction KW - Semantic computing KW - Data processing KW - Natural Language Processing (NLP) KW - Computational Linguistics KW - Artificial Intelligence KW - Data Mining and Knowledge Discovery KW - Open Access KW - Deep Learning KW - Representation Learning KW - Knowledge Representation KW - Word Representation KW - Document Representation KW - Big Data KW - Machine Learning KW - Natural Language Processing KW - Natural language & machine translation KW - Computational linguistics KW - Data mining KW - Expert systems / knowledge-based systems UR - https://www.unicat.be/uniCat?func=search&query=sysid:65157493 AB - 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. ER -