Text Mining Concepts, Implementation, and Big Data Challenge için kapak resmi
Başlık:
Text Mining Concepts, Implementation, and Big Data Challenge
Yazar:
Jo, Taeho. author.
ISBN:
9783031759765
Basım Bilgisi:
2nd ed. 2024.
Fiziksel Tanımlama:
XV, 447 p. 368 illus., 147 illus. in color. online resource.
Seri:
Studies in Big Data, 45
Özet:
This popular book, updated as a textbook for classroom use, 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. The book features exercises and code to help readers quickly learn and apply knowledge. Presents an array of updated techniques for preprocessing texts into structured forms, geared for classroom use; 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.
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