|
|
libcats.org
Kernels for structured dataThomas GärtnerThis 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. EPUB | FB2 | MOBI | TXT | RTF
* Конвертация файла может нарушить форматирование оригинала. По-возможности скачивайте файл в оригинальном формате.
Популярные книги за неделю:
Тестирование Дот Ком, или Пособие по жестокому обращению с багами в интернет-стартапахАвтор: Роман Савин
Размер книги: 5.26 Mb
Система упражнений по развитию способностей человека (Практическое пособие)Автор: Петров Аркадий НаумовичКатегория: Путь к себе
Размер книги: 818 Kb
Сотворение мира (3-х томник)Автор: Петров Аркадий НаумовичКатегория: Путь к себе
Размер книги: 817 Kb
Только что пользователи скачали эти книги:
Group Characters, Symmetric Functions, and the Hecke AlgebraАвтор: David M. Goldschmidt
Размер книги: 1.73 Mb
Getting an Investing Game Plan: Creating It, Working It, Winning ItАвтор: Vern C. Hayden, Автор: Maura Webber, Автор: Jamie Heller
Размер книги: 1.05 Mb
The New Lonely: Finding Intimacy in the Age of IsolationАвтор: Ethan RenoeКатегория: Chrisitian
Размер книги: 319 Kb
|
|
|