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Data Mining With Decision Trees: Theory And Applications (2nd... - 9789814590075
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Item specifics
- Condition
- Book Title
- Data Mining With Decision Trees: Theory And Applications (2nd ...
- ISBN
- 9789814590075
- Publication Year
- 2014
- Series
- Series in Machine Perception and Artificial Intelligence
- Type
- Textbook
- Format
- Hardcover
- Language
- English
- Publication Name
- Data Mining with Decision Trees: Theory and Applications (2nd Edition)
- Publisher
- World Industries Scientific Publishing Co Pte LTD
- Subject
- Computer Science
- Number of Pages
- 328 Pages
About this product
Product Information
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:
Product Identifiers
Publisher
World Industries Scientific Publishing Co Pte LTD
ISBN-13
9789814590075
eBay Product ID (ePID)
12046501656
Product Key Features
Subject
Computer Science
Publication Year
2014
Number of Pages
328 Pages
Publication Name
Data Mining with Decision Trees: Theory and Applications (2nd Edition)
Language
English
Type
Textbook
Series
Series in Machine Perception and Artificial Intelligence
Format
Hardcover
Dimensions
Volume
81
Additional Product Features
Country/Region of Manufacture
Singapore
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