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portada Natural Language Processing in Biomedicine: A Practical Guide
Type
Physical Book
Publisher
Language
English
Pages
444
Format
Hardcover
ISBN13
9783031558641

Natural Language Processing in Biomedicine: A Practical Guide

Xu, Hua ; Demner Fushman, Dina (Author) · Springer · Hardcover

Natural Language Processing in Biomedicine: A Practical Guide - Xu, Hua ; Demner Fushman, Dina

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Synopsis "Natural Language Processing in Biomedicine: A Practical Guide"

This textbook covers broad topics within the application of natural language processing (NLP) in biomedicine, and provides in-depth review of the NLP solutions that reveal information embedded in biomedical text. The need for biomedical NLP research and development has grown rapidly in the past two decades as an important field in cognitive informatics. Natural Language Processing in Biomedicine: A Practical Guide introduces the history of the biomedical NLP field and takes the reader through the basic aspects of NLP including different levels of linguistic information and widely used machine learning and deep learning algorithms. The book details common biomedical NLP tasks, such as named entity recognition, concept normalization, relation extraction, text classification, information retrieval, and question answering. The book illustrates the tasks with real-life use cases and introduces real-world datasets, novel machine learning and deep learning algorithms, and large language models. Relevant resources for corpora and medical terminologies are also introduced. The final chapters are devoted to discussing applications of biomedical NLP in healthcare and life sciences. This textbook therefore represents essential reading for students in biomedical informatics programs, as well as for professionals who are conducting research or building biomedical NLP systems.

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The book is written in English.
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