Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Nonlinear Principal Component Analysis and Its Applications

Nonlinear Principal Component Analysis and Its Applications

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9789811001574
Condition
New
Product Description

This book expounds the principle and related applications of nonlinear principal component analysis (PCA), which is useful method to analyze mixed measurement levels data. In the part dealing with the principle, after a brief introduction of ordinary PCA, a PCA for categorical data (nominal and ordinal) is introduced as nonlinear PCA, in which an optimal scaling technique is used to quantify the categorical variables. The alternating least squares (ALS) is the main algorithm in the method. Multiple correspondence analysis (MCA), a special case of nonlinear PCA, is also introduced. All formulations in these methods are integrated in the same manner as matrix operations. Because any measurement levels data can be treated consistently as numerical data and ALS is a very powerful tool for estimations, the methods can be utilized in a variety of fields such as biometrics, econometrics, psychometrics, and sociology. In the applications part of the book, four applications are introduced: variable selection for mixed measurement levels data, sparse MCA, joint dimension reduction and clustering methods for categorical data, and acceleration of ALS computation. The variable selection methods in PCA that originally were developed for numerical data can be applied to any types of measurement levels by using nonlinear PCA. Sparseness and joint dimension reduction and clustering for nonlinear data, the results of recent studies, are extensions obtained by the same matrix operations in nonlinear PCA. Finally, an acceleration algorithm is proposed to reduce the problem of computational cost in the ALS iteration in nonlinear multivariate methods. This book thus presents the usefulness of nonlinear PCA which can be applied to different measurement levels data in diverse fields. As well, it covers the latest topics including the extension of the traditional statistical method, newly proposed nonlinear methods, and computational efficiency in the methods.

Available Colors
Available Sizes
1 Offer Price Range: $49.99 - $49.99
BEST PRICE

Single Product Purchase

$45.00
@ Link.springer.com with extra coupon Get Coupon & BUY

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$49.99 $49.99

10% OFF
This deals requires coupon Get Code Here
$45.00
See Site In stock Visit Store

Similar Products

eber kombinierte Vergiftungen im Gewerbe auf Grund der Erfahrungen des Gerichtlich-mediz. Institute

$59.99

Educational Research: Discourses of Change and Changes of Discourse

$84.99

The Cranial Nerves

$109.99

Business Computing mit Navision-Systemen

$59.99

Rothmaler - Exkursionsflora von Deutschland

$59.99

Enlightened Colonialism

$139.99

Entwicklungsdynamik von Unternehmen

$69.99

Femtosecond Optical Frequency Comb: Principle, Operation and Applications

$129.00

FuE-Kooperationen von KMU

$79.99

Angina Pectoris with Normal Coronary Arteries: Syndrome X

$169.00

Sterilisation mit Heiluft

$54.99

Ergebnisse der Physiologie Biologischen Chemie und Experimentellen Pharmakologie

$44.99

Qualittsmanagement von Beratungsdienstleistungen

$49.99

Heavy Metals

$84.99

Medicinal Cannibalism in Early Modern English Literature and Culture

$129.99

Wild World: Pets and Wild Animals: Dog or Wolf

$5.24

Bone Marrow Niche

$169.99

Number Theory

$34.99

Moderne Geriatrie und Akutmedizin

$149.99

Analytical Methods High-Melting Metals

$109.99

Israelische Charedim und politische Moderne

$69.99

Quantitative Methoden 2. Einfhrung in die Statistik fr Psychologen und Sozialwissenschaftler

$14.99

Citizenship and the Political Integration of Muslims

$79.99

Water Resources of North America

$169.99

Flora & Ulysses

$6.74

Lymphoproliferative Diseases: Pathogenesis, Diagnosis, Therapy

$169.99

Mathematical Models of Cell-Based Morphogenesis

$159.99

Structure and Properties of High-Entropy Alloys

$169.99

EU Labor Markets After Post-Enlargement Migration

$84.99

Organization Management Dynamic Creative Team Coordination

$49.99

Read and Sing Grades PreK-K

$25.00

Writing Add-ins for Visual Studio .NET

$49.95

Vibration of Structures and Machines

$109.99

The Demilitarization of American Diplomacy

$47.00

Mathematik, Physik Chemie und Grenzgebiete

$49.99

Separable Type Representations of Matrices and Fast Algorithms

$54.99

Lust auf Abstinenz

$49.99

The Treatment of Medical Problems in the Elderly

$39.99

Deutsche Rechtsprechung in vlkerrechtlichen Fragen / Decisions of German Courts Relating to Public

$69.99

Kolbenverdichter

$49.99