Ponad 4 miliony tytułów w języku angielskim i innych językach! Odkryj swoją nową historię już dziś!

Constrained Principal Component Analysis and Related Techniques

Name: Constrained Principal Component Analysis and Related Techniques
Brand: Taylor & Francis Inc
SKU: 9781466556669
Price: 580.11 PLN
Availability: InStock

Autor: Yoshio Takane

Język:

Oprawa: Twarda

Wydawca: Taylor & Francis Inc

Dostępność: 50 % szansa

Przeszukamy cały świat

580.11 zł

In multivariate data analysis, regression techniques predict one set of variables from another while...

Informacje o książce

Autor

Yoshio Takane

Język

Angielski

Oprawa

Książka - Twarda

Data wydania

2013

strony

251

EAN

9781466556669

ISBN

9781466556669

Enbook ID

06678432

Wydawca

Taylor & Francis Inc

Waga

586

Wymiary

179 x 240 x 21

Pełny opis

In multivariate data analysis, regression techniques predict one set of variables from another while principal component analysis (PCA) finds a subspace of minimal dimensionality that captures the largest variability in the data.

How can regression analysis and PCA be combined in a beneficial way?
Why and when is it a good idea to combine them?
What kind of benefits are we getting from them?

Addressing these questions, Constrained Principal Component Analysis and Related Techniques shows how constrained PCA (CPCA) offers a unified framework for these approaches.

The book begins with four concrete examples of CPCA that provide readers with a basic understanding of the technique and its applications. It gives a detailed account of two key mathematical ideas in CPCA: projection and singular value decomposition. The author then describes the basic data requirements, models, and analytical tools for CPCA and their immediate extensions. He also introduces techniques that are special cases of or closely related to CPCA and discusses several topics relevant to practical uses of CPCA. The book concludes with a technique that imposes different constraints on different dimensions (DCDD), along with its analytical extensions. MATLAB^® programs for CPCA and DCDD as well as data to create the book’s examples are available on the author’s website.

Możesz być zainteresowany

Botanic Garden; A Poem, in Two Parts. Part I. Containing the Economy of Vegetation. Part II. the Loves of the Plants. with Philosophical Notes. Volume

Erasmus Darwin

101.55 zł

Najczęściej wyszukiwane

Categories

Authors

Publishers

Produkty

Produkty

Najczęściej wyszukiwane

Categories

Authors

Publishers

Produkty

Produkty

Constrained Principal Component Analysis and Related Techniques

Informacje o książce

Pełny opis

Możesz być zainteresowany

Land Revenue of Bombay

Changing Concepts of Time

On the Crow and Other Stories

China-India Relations

Botanic Garden; A Poem, in Two Parts. Part I. Containing the Economy of Vegetation. Part II. the Loves of the Plants. with Philosophical Notes. Volume

Hell and the Hunger

NUCLEAR NAVY 1947 2007

No Shame in Wesley's Gospel

Knave of Hearts 1894 to 1908

Yokai Girls Vol. 4

Machine Learning and Visual Perception

Applied Data Science with Python and Jupyter

Saint Death's Herald

Klienci, którzy kupili tę książkę, kupili również

Ratesystem

Tik Tak Bum Junior

Adam, Szczęściara i globalna katastrofa