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Survey of Text Mining II: Clustering, Classification, and Retrieval By Michael W. Berry, Malu Castellanos
Posted by diemannschaft under Algorithms, Programming

Survey of Text Mining II: Clustering, Classification, and Retrieval By Michael W. Berry, Malu Castellanos
Publisher: Sp..rin..ger 2008 | 240 Pages | ISBN: 1848000456 | PDF | 3 MB
The proliferation of digital computing devices and their use in communication has resulted in an increased demand for systems and algorithms capable of mining textual data. Thus, the development of techniques for mining unstructured, semi-structured, and fully-structured textual data has become increasingly important in both academia and industry.
This second volume continues to survey the evolving field of text mining – the application of techniques of machine learning, in conjunction with natural language processing, information extraction and algebraic/mathematical approaches, to computational information retrieval. Numerous diverse issues are addressed, ranging from the development of new learning approaches to novel document clustering algorithms, collectively spanning several major topic areas in text mining.
Features:
Acts as an important benchmark in the development of current and future approaches to mining textual information
Serves as an excellent companion text for courses in text and data mining, information retrieval and computational statistics
Experts from academia and industry share their experiences in solving large-scale retrieval and classification problems
Presents an overview of current methods and software for text mining
Highlights open research questions in document categorization and clustering, and trend detection
Describes new application problems in areas such as email surveillance and anomaly detection
Survey of Text Mining II offers a broad selection in state-of-the art algorithms and software for text mining from both academic and industrial perspectives, to generate interest and insight into the state of the field. This book will be an indispensable resource for researchers, practitioners, and professionals involved in information retrieval, computational statistics, and data mining.
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- Data Mining with Decision Trees: Theroy and Applications
- The Text Mining Handbook: Advanced Approaches in Analyzing Unstructured Data By Ronen Feldman, James Sanger
- Introduction to Clustering Large and High-Dimensional Data
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- Principles of Data Mining
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