Data Mining with Decision Trees: Theory and Applications (2nd Edition)
Language: English
Published by WSPC, 2014
Series: Book 1 of 9 - Machine Perception and Artificial Intelligence
- Hardcover
- New
Condition: New
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Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. InhaltsverzeichnisIntroduction to Decision Trees Growing Decision Trees Evaluation of Classification Trees Splitting Criteria Pruning Trees Advanced Decision Trees Decision Forests Incremental Learning of Decision Trees Feature S.
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- Title
- Data Mining with Decision Trees: Theory and Applications (2nd Edition)
- Author
- Maimon, Oded Z|Rokach, Lior
- Publisher
- WSPC
- Publication year
- 2014
- Condition
- New
- Binding
- Hardcover
- Language
- English
- ISBN 10
- 981459007X
- ISBN 13
- 9789814590075
- Edition
- 2nd Edition
- Series
- Book 1 of 9: Machine Perception and Artificial Intelligence
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:
- Self-explanatory and easy to follow when compacted
- Able to handle a variety of input data: nominal, numeric and textual
- Scales well to big data
- Able to process datasets that may have errors or missing values
- High predictive performance for a relatively small computational effort
- Available in many open source data mining packages over a variety of platforms
- Useful for various tasks, such as classification, regression, clustering and feature selection
"Synopsis" may belong to another edition of this title.
From the Back Cover
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:
Self-explanatory and easy to follow when compacted
Able to handle a variety of input data: nominal, numeric and textual
Scales well to big data
Able to process datasets that may have errors or missing values
High predictive performance for a relatively small computational effort
Available in many open source data mining packages over a variety of platforms
Useful for various tasks, such as classification, regression, clustering and feature selection
"About the title" may belong to another edition of this title.
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last update: 01.01.2022
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