Principles and Theory for Data Mining and Machine Learning

Name: Principles and Theory for Data Mining and Machine Learning
Brand: Springer-Verlag New York Inc.
SKU: 9780387981345
Price: 293.84 EUR
Availability: InStock

Автор: Bertrand Clarke

Език:

Корици: С твърди корици

Издател: Springer-Verlag New York Inc.

Наличност: Външен склад

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293.84 € 574.70 лв

This book is a thorough introduction to the most important topics in data mining and machine learnin...

Информация за книгата

Автор

Bertrand Clarke

Език

Английски език

Корици

Книга - С твърди корици

Издадена

2009

страници

786

EAN

9780387981345

ISBN

0387981349

Enbook ID

01327947

Издател

Springer-Verlag New York Inc.

Теглоt

1284

Размери

156 x 241 x 59

Пълно описание

This book is a thorough introduction to the most important topics in data mining and machine learning. It begins with a detailed review of classical function estimation and proceeds with chapters on nonlinear regression, classification, and ensemble methods. The final chapters focus on clustering, dimension reduction, variable selection, and multiple comparisons. All these topics have undergone extraordinarily rapid development in recent years and this treatment offers a modern perspective emphasizing the most recent contributions. The presentation of foundational results is detailed and includes many accessible proofs not readily available outside original sources. While the orientation is conceptual and theoretical, the main points are regularly reinforced by computational comparisons.§Intended primarily as a graduate level textbook for statistics, computer science, and electrical engineering students, this book assumes only a strong foundation in undergraduate statistics and mathematics, and facility with using R packages. The text has a wide variety of problems, many of an exploratory nature. There are numerous computed examples, complete with code, so that further computations can be carried out readily. The book also serves as a handbook for researchers who want a conceptual overview of the central topics in data mining and machine learning.

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Principles and Theory for Data Mining and Machine Learning

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