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Semi-Supervised and Unsupervised Machine Learning: Novel Strategies
Contributor(s): Albalate, Amparo (Author), Minker, Wolfgang (Author)
ISBN: 1848212038     ISBN-13: 9781848212039
Publisher: Wiley-Iste
OUR PRICE:   $169.05  
Product Type: Hardcover - Other Formats
Published: January 2011
Qty:
Temporarily out of stock - Will ship within 2 to 5 weeks
Additional Information
BISAC Categories:
- Technology & Engineering | Electronics - General
Dewey: 006.312
LCCN: 2010040730
Series: Iste
Physical Information: 0.8" H x 6.1" W x 9.3" (1.10 lbs) 320 pages
 
Descriptions, Reviews, Etc.
Publisher Description:
This book provides a detailed and up-to-date overview on classification and data mining methods. The first part is focused on supervised classification algorithms and their applications, including recent research on the combination of classifiers. The second part deals with unsupervised data mining and knowledge discovery, with special attention to text mining. Discovering the underlying structure on a data set has been a key research topic associated to unsupervised techniques with multiple applications and challenges, from web-content mining to the inference of cancer subtypes in genomic microarray data. Among those, the book focuses on a new application for dialog systems which can be thereby made adaptable and portable to different domains. Clustering evaluation metrics and new approaches, such as the ensembles of clustering algorithms, are also described.