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

Independent Component Analysis

Independent Component Analysis

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9780792382614
Condition
New
Product Description

Independent Component Analysis (ICA) is a signal-processing method to extract independent sources given only observed data that are mixtures of the unknown sources. Recently, blind source separation by ICA has received considerable attention because of its potential signal-processing applications such as speech enhancement systems, telecommunications, medical signal-processing and several data mining issues. This book presents theories and applications of ICA and includes invaluable examples of several real-world applications. Based on theories in probabilistic models, information theory and artificial neural networks, several unsupervised learning algorithms are presented that can perform ICA. The seemingly different theories such as infomax, maximum likelihood estimation, negentropy maximization, nonlinear PCA, Bussgang algorithm and cumulant-based methods are reviewed and put in an information theoretic framework to unify several lines of ICA research. An algorithm is presented that is able to blindly separate mixed signals with sub- and super-Gaussian source distributions. The learning algorithms can be extended to filter systems, which allows the separation of voices recorded in a real environment (cocktail party problem). The ICA algorithm has been successfully applied to many biomedical signal-processing problems such as the analysis of electroencephalographic data and functional magnetic resonance imaging data. ICA applied to images results in independent image components that can be used as features in pattern classification problems such as visual lip-reading and face recognition systems. The ICA algorithm can furthermore be embedded in an expectation maximization framework for unsupervised classification. Independent Component Analysis: Theory and Applications is the first book to successfully address this fairly new and generally applicable method of blind source separation. It is essential reading for researchers and practitioners with an interest in ICA.

Available Colors
Available Sizes
1 Offer Price Range: $129.00 - $129.00
BEST PRICE

Single Product Purchase

$129.00
@ Link.springer.com     BUY Now

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
$129.00 $129.00

$129.00
See Site In stock Visit Store

Similar Products

Quantifiers, Quantifiers, and Quantifiers: Themes in Logic, Metaphysics, and Language

$169.99

Security and Cryptography for Networks

$74.99

Molecular Imaging: Computer Reconstruction and Practice

$169.00

Montrose Colors Three Little Twigs Animals Of The World Coloring Books Bundle

$22.99

Assessing a Mars Agreement Including Human Settlements

$169.99

Japan Decides 2014

$109.99

Disarmament, Demobilization and Reintegration in Southern Africa

$39.99

Knowledge Science Fallstudien

$34.99

Soziologische Arbeitsmarkttheorien

$44.99

Die Zukunft kommt wohin geht die Wirtschaft?

$59.99

Nonlinear Control of Fixed-Wing UAVs with Time-Varying and Unstructured Uncertainties

$109.99

Functional Nanostructures

$39.99

Understanding Theology and Homosexuality in African American Communities

$39.99

Civil-Military Dynamics, Democracy, and International Conflict

$54.99

Standardization in Smart Grids

$109.99

Policing Wildlife

$169.99

Fuzzy Logic in Data Modeling

$169.99

Recent Developments in Fixed-Point Theory

$159.99

Advances in Animal Welfare Science 1984

$129.00

Digital Robbery

$79.99

Beyond Missio Dei

$139.99

Higher Education and Love

$139.99

Luxury Fashion Branding

$84.99

Essays on Women in Western Esotericism

$159.99

Human Gene Therapy: Current Opportunities and Future Trends

$219.99

Professional Learning: Gaps and Transitions on the Way from Novice to Expert

$109.99

Epidemics

$79.99

Mitarbeiterbeteiligung

$59.99

Advances in Cryogenic Engineering

$109.99

Advances in Energy Research, Vol. 1

$129.00

Starr-plastische Traglastberechnungen mittels der Methode der Finiten Elemente

$49.99

Electrotransformation of Bacteria

$169.99

The Craft of Religious Studies

$54.99

Test Procedures for Short Term Thermal Stores

$109.99

Recent Advances in Mechanical Infrastructure

$129.00

Fundamentals of Latex Film Formation

$169.99

Trinitarian Theology in Medieval and Reformation Thought

$64.99

45 Jahre Herzinfarkt- und Fettstoffwechselforschung

$69.99

Medienunternehmen im Social Web

$39.99

American Gangster Cinema

$59.99