Kernels For Structured Data (inbunden)
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Format
Inbunden (Hardback)
Språk
Engelska
Antal sidor
216
Utgivningsdatum
2008-09-02
Förlag
World Scientific Publishing Co Pte Ltd
Illustrationer
Illustrations
Dimensioner
229 x 155 x 20 mm
Vikt
522 g
Antal komponenter
1
ISBN
9789812814555
Kernels For Structured Data (inbunden)

Kernels For Structured Data

Inbunden Engelska, 2008-09-02
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This book provides a unique treatment of an important area of machine learning and answers the question of how kernel methods can be applied to structured data. Kernel methods are a class of state-of-the-art learning algorithms that exhibit excellent learning results in several application domains. Originally, kernel methods were developed with data in mind that can easily be embedded in a Euclidean vector space. Much real-world data does not have this property but is inherently structured. An example of such data, often consulted in the book, is the (2D) graph structure of molecules formed by their atoms and bonds. The book guides the reader from the basics of kernel methods to advanced algorithms and kernel design for structured data. It is thus useful for readers who seek an entry point into the field as well as experienced researchers.
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Innehållsförteckning

Why Kernels for Structured Data?; Kernel Methods in a Nutshell; Kernell Design; Basic Term Kernels; Graph Kernels.