Advanced Applications of Natural Language Processing for Performing Information Extraction
Başlık:
Advanced Applications of Natural Language Processing for Performing Information Extraction
ISBN:
9783319155630
Personal Author:
Edition:
1st ed. 2015.
Yayın Bilgileri:
Cham : Springer International Publishing : Imprint: Springer, 2015.
Fiziksel Tanımlama:
VIII, 75 p. 20 illus., 9 illus. in color. online resource.
Series:
SpringerBriefs in Speech Technology, Studies in Speech Signal Processing, Natural Language Understanding, and Machine Learning,
Contents:
Introduction -- Data Gathering, Preparation and Enrichment -- Identifying things, relations, and semantizing data -- Extracting Relevant Information Using a Given Semantic -- Application Examples -- Conclusion.
Abstract:
This book explains how can be created information extraction (IE) applications that are able to tap the vast amount of relevant information available in natural language sources: Internet pages, official documents such as laws and regulations, books and newspapers, and social web. Readers are introduced to the problem of IE and its current challenges and limitations, supported with examples. The book discusses the need to fill the gap between documents, data, and people, and provides a broad overview of the technology supporting IE. The authors present a generic architecture for developing systems that are able to learn how to extract relevant information from natural language documents, and illustrate how to implement working systems using state-of-the-art and freely available software tools. The book also discusses concrete applications illustrating IE uses. · Provides an overview of state-of-the-art technology in information extraction (IE), discussing achievements and limitations for the software developer and providing references for specialized literature in the area · Presents a comprehensive list of freely available, high quality software for several subtasks of IE and for several natural languages · Describes a generic architecture that can learn how to extract information for a given application domain.
Added Author:
Ek Kurum Yazarı:
Elektronik Erişim:
Full Text Available From Springer Nature Engineering 2015 Packages
Dil:
English