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

Complex-Valued Neural Networks with Multi-Valued Neurons

Complex-Valued Neural Networks with Multi-Valued Neurons

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783642203527
Condition
New
Product Description

Complex-Valued Neural Networks have higher functionality, learn faster and generalize better than their real-valued counterparts. This book is devoted to the Multi-Valued Neuron (MVN) and MVN-based neural networks. It contains a comprehensive observation of MVN theory, its learning, and applications. MVN is a complex-valued neuron whose inputs and output are located on the unit circle. Its activation function is a function only of argument (phase) of the weighted sum. MVN derivative-free learning is based on the error-correction rule. A single MVN can learn those input/output mappings that are non-linearly separable in the real domain. Such classical non-linearly separable problems as XOR and Parity n are the simplest that can be learned by a single MVN. Another important advantage of MVN is a proper treatment of the phase information. These properties of MVN become even more remarkable when this neuron is used as a basic one in neural networks. The Multilayer Neural Network based on Multi-Valued Neurons (MLMVN) is an MVN-based feedforward neural network. Its backpropagation learning algorithm is derivative-free and based on the error-correction rule. It does not suffer from the local minima phenomenon. MLMVN outperforms many other machine learning techniques in terms of learning speed, network complexity and generalization capability when solving both benchmark and real-world classification and prediction problems. Another interesting application of MVN is its use as a basic neuron in multi-state associative memories. The book is addressed to those readers who develop theoretical fundamentals of neural networks and use neural networks for solving various real-world problems. It should also be very suitable for Ph.D. and graduate students pursuing their degrees in computational intelligence.

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

Bericht ber die Siebenundvierzigste Zusammenkunft der Deutschen Ophthalmologischen Gesellschaft in

$59.99

Natural Microporous Materials in Environmental Technology

$169.99

The (Peculiar) Economics of NCAA Basketball

$39.99

The Philosophy of War and Exile

$54.99

Pharmacological Treatment of Alzheimer's Disease

$169.99

Multidisciplinary Computational Anatomy

$119.99

Sicherheit fr Videodaten

$59.99

Thermodynamics of Energy Conversion and Transport

$169.99

Numerische Lsung von partiellen Differentialgleichungen der Technik

$44.99

Macht und Konflikte im Vorstand

$59.99

Motivation and Action

$54.99

The Physical Environment of the Faeroe Islands

$84.99

Adsorption Heat Pumps

$89.99

Wandel des Weltbildes

$49.99

Vertrauensarbeitszeit: einfach flexibel arbeiten

$39.99

Formel, Farbe, Form

$69.99

Ready-To-Go 100 Book Classroom Library: Favorites, Kindergarten

$439.00

Anti-Neutrophil Cytoplasmic Antibody (ANCA) Associated Vasculitis

$99.00

First International Meeting on Microbial Phosphate Solubilization

$219.99

School Boards in America

$39.99

Atlas of Cerebrospinal Fluid Cells

$109.99

Raum und Zeit im Lichte der neueren Physik

$59.99

The Secure Information Society

$84.99

Human Interaction, Emerging Technologies and Future Applications IV

$199.99

Class Groups of Number Fields and Related Topics

$219.99

Freizeitschule

$59.99

Metaheuristic and Evolutionary Computation: Algorithms and Applications

$169.99

Islamische Seelsorge

$49.99

Finanzierungsstrategien im Mittelstand

$44.99

Finding Fire by Logan S. Kline

$18.99

Simulation der Dauerfestigkeit einer autofrettierten Kraftstoffverteilerleiste

$44.99

Testing Software and Systems

$54.99

Uncovering CP Violation

$129.00

Grundlagen der Schwingungstechnik 2

$39.99

Arbitragefreie Bewertung von Zinsderivaten

$49.99

Intercultural Communication with China

$54.99

Mechanosensitive Ion Channels

$169.00

Technik der Wissenschaftlichen Kinematographie

$59.99

Fhrungsgrundstze und Mitarbeiterfhrung

$39.99

Advanced Concepts in Fluorescence Sensing

$219.99