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Natural Language Processing in Biomedicine

A Practical Guide

Produktform: Buch / Einband - fest (Hardcover)

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.  introduces the history of the biomedical NLP field and takes the reader through the basic aspects of NLP, different levels of linguistic information, and corresponding meaning and language technology. 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 introduced as well. 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.weiterlesen

Dieser Artikel gehört zu den folgenden Serien

Sprache(n): Englisch

ISBN: 978-3-031-55864-1 / 978-3031558641 / 9783031558641

Verlag: Springer International Publishing

Erscheinungsdatum: 09.06.2024

Seiten: 444

Auflage: 1

Herausgegeben von Hua Xu, Dina Demner Fushman

90,94 € inkl. MwSt.
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lieferbar - Lieferzeit 10-15 Werktage

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