عنوان

Functional Networks with Applications

(Number (ISBN

9781461375623

(Number (ISBN

9781461556015

Number

b403388

Title Proper

Functional Networks with Applications

General Material Designation

[Book]

Other Title Information

A Neural-Based Paradigm /

First Statement of Responsibility

by Enrique Castillo, Angel Cobo, José Manuel Gutiérrez, Rosa Eva Pruneda.

Place of Publication, Distribution, etc.

Boston, MA :

Name of Publisher, Distributor, etc.

Imprint: Springer,

Date of Publication, Distribution, etc.

1999.

Series Title

Springer International Series in Engineering and Computer Science,

Volume Designation

473

ISSN of Series

0893-3405 ;

Text of Note

This book introduces `functional networks', a novel neural-based paradigm, and shows that functional network architectures can be efficiently applied to solve many interesting practical problems. Included is an introduction to neural networks, a description of functional networks, examples of applications, and computer programs in Mathematica and Java languages implementing the various algorithms and methodologies. Special emphasis is given to applications in several areas such as: Box-Jenkins AR(p), MA(q), ARMA(p,q), and ARIMA (p,d,q) models with application to real-life economic problems such as the consumer price index, electric power consumption and international airlines' passenger data. Random time series and chaotic series are considered in relation to the Hénon, Lozi, Holmes and Burger maps, as well as the problems of noise reduction and information masking. Learning differential equations from data and deriving the corresponding equivalent difference and functional equations. Examples of a mass supported by two springs and a viscous damper or dashpot, and a loaded beam, are used to illustrate the concepts. The problem of obtaining the most general family of implicit, explicit and parametric surfaces as used in Computer Aided Design (CAD). Applications of functional networks to obtain general nonlinear regression models are given and compared with standard techniques. Functional Networks with Applications: A Neural-Based Paradigm will be of interest to individuals who work in computer science, physics, engineering, applied mathematics, statistics, economics, and other neural networks and data analysis related fields.

International Standard Book Number

9781461375623

Title

Springer eBooks

Artificial intelligence.

Computer-aided design.

Data structures (Computer science).

Physics.

Castillo, Enrique.

Cobo, Angel.

Gutiérrez, José Manuel.

Pruneda, Rosa Eva.

SpringerLink (Online service)

Date of Transaction

20190301082300.0

Electronic name

[Book]

Y