Knowledge Discovery with Support Vector Machines (Wiley Series on Methods and Applications in Data Mining)
Language: English
Published by Unknown, 2009
Series: Book 2 of 7 - Wiley Series on Methods and Applications in Data Mining
- Hardcover
- Used
Seller: Giant Giant, Reston, VA, U.S.A.Giant Giant
AbeBooks seller since December 6, 2022
Condition: Used - As new
£ 25.49
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- Title
- Knowledge Discovery with Support Vector Machines (Wiley Series on Methods and Applications in Data Mining)
- Author
- Hamel, Lutz H.
- Publisher
- Unknown
- Publication year
- 2009
- Condition
- As New
- Binding
- hardcover
- Language
- English
- ISBN 10
- 0470371927
- ISBN 13
- 9780470371923
- Series
- Book 2 of 7: Wiley Series on Methods and Applications in Data Mining
This book provides an in-depth, easy-to-follow introduction to support vector machines drawing only from minimal, carefully motivated technical and mathematical background material. It begins with a cohesive discussion of machine learning and goes on to cover:
-
Knowledge discovery environments
-
Describing data mathematically
-
Linear decision surfaces and functions
-
Perceptron learning
-
Maximum margin classifiers
-
Support vector machines
-
Elements of statistical learning theory
-
Multi-class classification
-
Regression with support vector machines
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Novelty detection
Complemented with hands-on exercises, algorithm descriptions, and data sets, Knowledge Discovery with Support Vector Machines is an invaluable textbook for advanced undergraduate and graduate courses. It is also an excellent tutorial on support vector machines for professionals who are pursuing research in machine learning and related areas.
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Giant Giant
Reston, VA, U.S.A.
AbeBooks seller since December 6, 2022
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