Data Mining with Decision Trees: Theory and Applications (Machine Perception and Artificial Intelligence)

Rokach, Lior,Maimon, Oded Z

ISBN 10: 9812771719 / ISBN 13: 9789812771711

Editore: World Scientific Publishing Comp, 2008

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Riassunto:

This is the first comprehensive book dedicated entirely to the field of decision trees in data mining and covers all aspects of this important technique.Decision trees have become one of the most powerful and popular approaches in knowledge discovery and data mining, the science and technology of exploring large and complex bodies of data in order to discover useful patterns. The area is of great importance because it enables modeling and knowledge extraction from the abundance of data available. Both theoreticians and practitioners are continually seeking techniques to make the process more efficient, cost-effective and accurate. Decision trees, originally implemented in decision theory and statistics, are highly effective tools in other areas such as data mining, text mining, information extraction, machine learning, and pattern recognition. This book invites readers to explore the many benefits in data mining that decision trees offer:

Recensione: ... the book is a very useful and nice coverage of the field ... It is highly recommendable for people who want to begin working in this field and need guidance to start into the large area of applying these methods. --Zentralblatt MATH

Dati bibliografici

Titolo: Data Mining with Decision Trees: Theory and ...
Casa editrice: World Scientific Publishing Comp
Data di pubblicazione: 2008
Legatura: hardcover
Condizione: Good