Biomedical Natural Language Processing

Biomedical Natural Language Processing PDF Author: Kevin Bretonnel Cohen
Publisher: John Benjamins Publishing Company
ISBN: 9027271062
Category : Computers
Languages : en
Pages : 160

Get Book

Book Description
Biomedical Natural Language Processing is a comprehensive tour through the classic and current work in the field. It discusses all subjects from both a rule-based and a machine learning approach, and also describes each subject from the perspective of both biological science and clinical medicine. The intended audience is readers who already have a background in natural language processing, but a clear introduction makes it accessible to readers from the fields of bioinformatics and computational biology, as well. The book is suitable as a reference, as well as a text for advanced courses in biomedical natural language processing and text mining.

Biomedical Natural Language Processing

Biomedical Natural Language Processing PDF Author: Kevin Bretonnel Cohen
Publisher: John Benjamins Publishing Company
ISBN: 9027271062
Category : Computers
Languages : en
Pages : 160

Get Book

Book Description
Biomedical Natural Language Processing is a comprehensive tour through the classic and current work in the field. It discusses all subjects from both a rule-based and a machine learning approach, and also describes each subject from the perspective of both biological science and clinical medicine. The intended audience is readers who already have a background in natural language processing, but a clear introduction makes it accessible to readers from the fields of bioinformatics and computational biology, as well. The book is suitable as a reference, as well as a text for advanced courses in biomedical natural language processing and text mining.

Natural Language Processing In Healthcare

Natural Language Processing In Healthcare PDF Author: Satya Ranjan Dash
Publisher: CRC Press
ISBN: 1000624692
Category : Computers
Languages : en
Pages : 227

Get Book

Book Description
Natural Language Processing In Healthcare: A Special Focus on Low Resource Languages covers the theoretical and practical aspects as well as ethical and social implications of NLP in healthcare. It showcases the latest research and developments contributing to the rising awareness and importance of maintaining linguistic diversity. The book goes on to present current advances and scenarios based on solutions in healthcare and low resource languages and identifies the major challenges and opportunities that will impact NLP in clinical practice and health studies.

Natural Language Processing in Biomedicine

Natural Language Processing in Biomedicine PDF Author: Hua Xu
Publisher: Springer
ISBN: 9783031558641
Category : Medical
Languages : en
Pages : 0

Get Book

Book Description
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.

Biomedical Natural Language Processing

Biomedical Natural Language Processing PDF Author: Kevin Bretonnel Cohen
Publisher:
ISBN: 9781461957768
Category : Biometry
Languages : en
Pages :

Get Book

Book Description


Representation Learning for Natural Language Processing

Representation Learning for Natural Language Processing PDF Author: Zhiyuan Liu
Publisher: Springer Nature
ISBN: 9819916003
Category : Computers
Languages : en
Pages : 535

Get Book

Book Description
This book provides an overview of the recent advances in representation learning theory, algorithms, and applications for natural language processing (NLP), ranging from word embeddings to pre-trained language models. It is divided into four parts. Part I presents the representation learning techniques for multiple language entries, including words, sentences and documents, as well as pre-training techniques. Part II then introduces the related representation techniques to NLP, including graphs, cross-modal entries, and robustness. Part III then introduces the representation techniques for the knowledge that are closely related to NLP, including entity-based world knowledge, sememe-based linguistic knowledge, legal domain knowledge and biomedical domain knowledge. Lastly, Part IV 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. As compared to the first edition, the second edition (1) provides a more detailed introduction to representation learning in Chapter 1; (2) adds four new chapters to introduce pre-trained language models, robust representation learning, legal knowledge representation learning and biomedical knowledge representation learning; (3) updates recent advances in representation learning in all chapters; and (4) corrects some errors in the first edition. The new contents will be approximately 50%+ compared to the first edition. This is an open access book.

Natural Language Processing and Chinese Computing

Natural Language Processing and Chinese Computing PDF Author: Lu Wang
Publisher: Springer Nature
ISBN: 303088483X
Category : Computers
Languages : en
Pages : 647

Get Book

Book Description
This two-volume set of LNAI 13028 and LNAI 13029 constitutes the refereed proceedings of the 10th CCF Conference on Natural Language Processing and Chinese Computing, NLPCC 2021, held in Qingdao, China, in October 2021. The 66 full papers, 23 poster papers, and 27 workshop papers presented were carefully reviewed and selected from 446 submissions. They are organized in the following areas: Fundamentals of NLP; Machine Translation and Multilinguality; Machine Learning for NLP; Information Extraction and Knowledge Graph; Summarization and Generation; Question Answering; Dialogue Systems; Social Media and Sentiment Analysis; NLP Applications and Text Mining; and Multimodality and Explainability.

Introduction to Biomedical Natural Language Processing

Introduction to Biomedical Natural Language Processing PDF Author: Dina Demner-Fushman
Publisher:
ISBN: 9781627051231
Category :
Languages : en
Pages : 120

Get Book

Book Description


Information Retrieval in Biomedicine: Natural Language Processing for Knowledge Integration

Information Retrieval in Biomedicine: Natural Language Processing for Knowledge Integration PDF Author: Prince, Violaine
Publisher: IGI Global
ISBN: 1605662755
Category : Computers
Languages : en
Pages : 460

Get Book

Book Description
"This book provides relevant theoretical frameworks and the latest empirical research findings in biomedicine information retrieval as it pertains to linguistic granularity"--Provided by publisher.

Natural Language Processing and Information Systems

Natural Language Processing and Information Systems PDF Author: Flavius Frasincar
Publisher: Springer
ISBN: 3319595695
Category : Computers
Languages : en
Pages : 500

Get Book

Book Description
This book constitutes the refereed proceedings of the 22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017, held in Liège, Belgium, in June 2017. The 22 full papers, 19 short papers, and 16 poster papers presented were carefully reviewed and selected from 125 submissions. The papers are organized in the following topical sections: feature engineering; information extraction; information extraction from resource-scarce languages; natural language processing applications; neural language models and applications; opinion mining and sentiment analysis; question answering systems and applications; semantics-based models and applications; and text summarization.

Natural Language Processing: Concepts, Methodologies, Tools, and Applications

Natural Language Processing: Concepts, Methodologies, Tools, and Applications PDF Author: Management Association, Information Resources
Publisher: IGI Global
ISBN: 1799809528
Category : Computers
Languages : en
Pages : 1704

Get Book

Book Description
As technology continues to become more sophisticated, a computer’s ability to understand, interpret, and manipulate natural language is also accelerating. Persistent research in the field of natural language processing enables an understanding of the world around us, in addition to opportunities for manmade computing to mirror natural language processes that have existed for centuries. Natural Language Processing: Concepts, Methodologies, Tools, and Applications is a vital reference source on the latest concepts, processes, and techniques for communication between computers and humans. Highlighting a range of topics such as machine learning, computational linguistics, and semantic analysis, this multi-volume book is ideally designed for computer engineers, computer and software developers, IT professionals, academicians, researchers, and upper-level students seeking current research on the latest trends in the field of natural language processing.