Natural language processing: an introduction.
review · Level V
Where this comes from
- Record sourced from PubMed, PMID 21846786.
- Also identified by DOI 10.1136/amiajnl-2011-000464 and PMC identifier 3168328.
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Abstract
To provide an overview and tutorial of natural language processing (NLP) and modern NLP-system design. This tutorial targets the medical informatics generalist who has limited acquaintance with the principles behind NLP and/or limited knowledge of the current state of the art. We describe the historical evolution of NLP, and summarize common NLP sub-problems in this extensive field. We then provide a synopsis of selected highlights of medical NLP efforts. After providing a brief description of common machine-learning approaches that are being used for diverse NLP sub-problems, we discuss how modern NLP architectures are designed, with a summary of the Apache Foundation's Unstructured Information Management Architecture. We finally consider possible future directions for NLP, and reflect on the possible impact of IBM Watson on the medical field.
Medical subject headings
- Medical Informatics
- Natural Language Processing