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Natural language processing and text mining

Author: Anne Kao; Stephen R Poteet
Publisher: New York ; London : Springer, ©2007.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Publication:Springer e-books
Summary:
With the increasing importance of the Web and other text-heavy application areas, the demands for and interest in both text mining and natural language processing (NLP) have been rising. Researchers in text mining have hoped that NLP--the attempt to extract a fuller meaning representation from free text--can provide useful improvements to text mining applications of all kinds. Bringing together a variety of  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Natural language processing and text mining.
New York ; London : Springer, ©2007
(OCoLC)77793471
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Anne Kao; Stephen R Poteet
ISBN: 9781846287541 1846287545
OCLC Number: 184908563
Language Note: English.
Description: 1 online resource (xii, 265 pages) : illustrations
Contents: Overview --
Extracting Product Features and Opinions from Reviews --
Extracting Relations from Text: From Word Sequences to Dependency Paths --
Mining Diagnostic Text Reports by Learning to Annotate Knowledge Roles --
A Case Study in Natural Language Based Web Search --
Evaluating Self-Explanations in iSTART: Word Matching, Latent Semantic Analysis, and Topic Models --
Textual Signatures: Identifying Text-Types Using Latent Semantic Analysis to Measure the Cohesion of Text Structures --
Automatic Document Separation: A Combination of Probabilistic Classification and Finite-State Sequence Modeling --
Evolving Explanatory Novel Patterns for Semantically-Based Text Mining --
Handling of Imbalanced Data in Text Classification: Category-Based Term Weights --
Automatic Evaluation of Ontologies --
Linguistic Computing with UNIX Tools.
Responsibility: Anne Kao and Stephen R. Poteet, eds.

Abstract:

Natural Language Processing and Text Mining not only discusses applications of Natural Language Processing techniques to certain Text Mining tasks, but also the converse, the use of Text Mining to  Read more...

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From the reviews:"The papers in this book describe a range of natural language processing (NLP) techniques and applications, all originating from an ACM Special Interest Group on Knowledge Discovery Read more...

 
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