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Multivariate Nonparametric Regression and Visualization - With R and Applications to Finance

Name: Multivariate Nonparametric Regression and Visualization - With R and Applications to Finance
Brand: John Wiley & Sons Inc
SKU: 9780470384428
Price: 2905 CZK
Availability: InStock

Autor: Jussi Klemelä

Jazyk:

Vazba: Pevná

Vydavatel: John Wiley & Sons Inc

Dostupnost: Skladem u dodavatele v malém množství

Odesíláme za 11-15 dnů

2 905 Kč

A modern approach to statistical learning and its applications through visualization methods§With a...

Informace o knize

Autor

Jussi Klemelä

Jazyk

Angličtina

Vazba

Kniha - Pevná

Vydáno

2014

Stránek

392

EAN

9780470384428

ISBN

0470384425

Enbook ID

02633179

Vydavatel

John Wiley & Sons Inc

Hmotnost

792

Rozměry

242 x 230 x 26

Kompletní popis

A modern approach to statistical learning and its applications through visualization methods§With a unique and innovative presentation, Multivariate Nonparametric Regression and Visualization provides readers with the core statistical concepts to obtain complete and accurate predictions when given a set of data. Focusing on nonparametric methods to adapt to the multiple types of data generatingmechanisms, the book begins with an overview of classification and regression.§The book then introduces and examines various tested and proven visualization techniques for learning samples and functions. Multivariate Nonparametric Regression and Visualization identifies risk management, portfolio selection, and option pricing as the main areas in which statistical methods may be implemented in quantitative finance. The book provides coverage of key statistical areas including linear methods, kernel methods, additive models and trees, boosting, support vector machines, and nearest neighbor methods. Exploring the additional applications of nonparametric and semiparametric methods, Multivariate Nonparametric Regression and Visualization features:§An extensive appendix with R-package training material to encourage duplication and modification of the presented computations and research§Multiple examples to demonstrate the applications in the field of finance§Sections with formal definitions of the various applied methods for readers to utilize throughout the book§Multivariate Nonparametric Regression and Visualization is an ideal textbook for upper-undergraduate and graduate-level courses on nonparametric function estimation, advanced topics in statistics, and quantitative finance. The book is also an excellent reference for practitioners who apply statistical methods in quantitative finance.

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