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Decision trees have become one of the most powerful and popular
approaches in knowledge discovery and data mining; it is the
science of exploring large and complex bodies of data in order to
discover useful patterns. Decision tree learning continues to
evolve over time. Existing methods are constantly being improved
and new methods introduced.This 2nd Edition is dedicated entirely
to the field of decision trees in data mining; to cover all aspects
of this important technique, as well as improved or new methods and
techniques developed after the publication of our first edition. In
this new edition, all chapters have been revised and new topics
brought in. New topics include Cost-Sensitive Active Learning,
Learning with Uncertain and Imbalanced Data, Using Decision Trees
beyond Classification Tasks, Privacy Preserving Decision Tree
Learning, Lessons Learned from Comparative Studies, and Learning
Decision Trees for Big Data. A walk-through guide to existing
open-source data mining software is also included in this
edition.This book invites readers to explore the many benefits in
data mining that decision trees offer:
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:
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