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Kernels For Structured Data 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024

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Thomas GÃ¤rtner 作者

World Scientific Publishing Company

譯者

August 29, 2009 出版日期

216 頁數

$ 93.00 價格

叢書系列

9789812814555 圖書編碼

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發表於2024-11-23

Kernels For Structured Data 在線電子書 epub 下載 mobi 下載 pdf 下載 txt 下載 2024

Kernels For Structured Data 在線電子書 epub 下載 pdf 下載 mobi 下載 txt 下載 2024

Kernels For Structured Data 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024

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Kernels For Structured Data 在線電子書 pdf 下載 txt下載 epub 下載 mobi 在線電子書下載

Kernels For Structured Data 在線電子書圖書描述

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.

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

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