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TitleText Mining [electronic resource] : Concepts, Implementation, and Big Data Challenge / by Taeho Jo
ImprintCham : Springer International Publishing : Imprint: Springer, 2019
Edition 1st ed. 2019
Connect tohttps://doi.org/10.1007/978-3-319-91815-0
Descript XIII, 373 p. 236 illus., 148 illus. in color. online resource

SUMMARY

This book discusses text mining and different ways this type of data mining can be used to find implicit knowledge from text collections. The author provides the guidelines for implementing text mining systems in Java, as well as concepts and approaches. The book starts by providing detailed text preprocessing techniques and then goes on to provide concepts, the techniques, the implementation, and the evaluation of text categorization. It then goes into more advanced topics including text summarization, text segmentation, topic mapping, and automatic text management. Presents techniques of preprocessing texts into structured forms; Outlines concepts of text categorization and clustering, their algorithms, and implementation guides; Includes advanced topics such as text summarization, text segmentation, topic mapping, and automatic text management


CONTENT

Part I: Foundation -- Introduction -- Text Indexing -- Text Encoding -- Text Association -- Part II: Text Categorization -- Text Categorization: Conceptual View -- Text Categorization: Approaches -- Text Categorization: Implementation -- Text Categorization: Evaluation -- Part III: Text Clustering -- Text Clustering: Conceptual View -- Text Clustering: Approaches -- Text Clustering: Implementation -- Text Clustering: Evaluation -- Part IV: Advanced Topics -- Text Summarization -- Text Segmentation -- Taxonomy Generation -- Dynamic Document Organization -- References -- Index


Telecommunication Engineering Data mining Information storage and retrieval systems Big data Communications Engineering Networks. http://scigraph.springernature.com/things/product-market-codes/T24035 Computational Intelligence. http://scigraph.springernature.com/things/product-market-codes/T11014 Data Mining and Knowledge Discovery. http://scigraph.springernature.com/things/product-market-codes/I18030 Information Storage and Retrieval. http://scigraph.springernature.com/things/product-market-codes/I18032 Big Data/Analytics. http://scigraph.springernature.com/things/product-market-codes/522070



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