书目名称 | Natural Language Processing in Biomedicine | 副标题 | A Practical Guide | 编辑 | Hua Xu,Dina Demner Fushman | 视频video | | 概述 | Uses a coherent design of chapters covering NLP methods, systems and applications, with useful examples and cases.Contains pedagogical features such as learning objectives, glossaries, references, key | 丛书名称 | Cognitive Informatics in Biomedicine and Healthcare | 图书封面 |  | 描述 | 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 te | 出版日期 | Textbook 2024 | 关键词 | natural language processing; Biomedical NLP; Biomedical text processing; Biomedical text mining; Machine | 版次 | 1 | doi | https://doi.org/10.1007/978-3-031-55865-8 | isbn_softcover | 978-3-031-55867-2 | isbn_ebook | 978-3-031-55865-8Series ISSN 2662-7280 Series E-ISSN 2662-7299 | issn_series | 2662-7280 | copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl |
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