Download e-book for kindle: Complex-Valued Neural Networks by Akira Hirose

By Akira Hirose

ISBN-10: 3540334564

ISBN-13: 9783540334569

ISBN-10: 3540334572

ISBN-13: 9783540334576

This monograph instructs graduate- and undergraduate-level scholars in electric engineering, informatics, keep watch over engineering, mechanics, robotics, bioengineering at the innovations of complex-valued neural networks. Emphasizing uncomplicated techniques and methods of puzzling over neural networks, the writer specializes in neural networks that take care of advanced numbers; the sensible merits of complex-valued neural networks, and their origins; the advance of central purposes? The e-book makes use of certain examples to reply to those questions and extra.

Show description

Read Online or Download Complex-Valued Neural Networks PDF

Best bioinformatics books

Biocomputation and biomedical informatics: Case studies and by Athina Lazakidou PDF

Biocomputation and Biomedical Informatics: Case reviews and functions offers a compendium of phrases, definitions, and factors of suggestions, techniques, and acronyms during this major scientific box of research. that includes chapters authored by means of major overseas specialists, this unsurpassed assortment presents a defining physique of study indispensible to clinical libraries, researchers, and associations world wide.

Physics of Biological Systems: From Molecules to Species by Henrik Flyvbjerg, John Hertz, Mogens H. Jensen, Ole G. PDF

This ebook comprises pedagogical introductions to a range of the main fascinating matters in present organic physics: - Sorting DNA on a microchip: a primary step in the direction of miniature laboratories on a chip. - Modeling protein folding, constitution, and movement. - Physics of organelles: mechanical features of molecular cars; dynamics of microtubules; shapes of membranes, vesicles and cells.

Get Industrial Engineering and Management Science PDF

The 2014 foreign convention on business Engineering and administration technology (IEMS 2014) was once held August 8-9, 2014, in Hong Kong. This court cases quantity assembles papers from a variety of pros, prime researchers, engineers, scientists and scholars and offers cutting edge rules and study effects curious about business Engineering and administration technology.

Dhiya Al-Jumeily, Abir Hussain, Conor Mallucci, Carol Oliver's Applied Computing in Medicine and Health PDF

Utilized Computing in drugs and wellbeing and fitness is a accomplished presentation of on-going investigations into present utilized computing demanding situations and advances, with a spotlight on a selected classification of functions, essentially man made intelligence equipment and strategies in drugs and overall healthiness. utilized computing is using functional laptop technology wisdom to permit use of the newest expertise and methods in quite a few diversified fields starting from company to clinical examine.

Extra info for Complex-Valued Neural Networks

Sample text

2 Neural dynamics “Behavior” of a neural network has the following two aspects. 1. Processing tasks. A neural network reacts to signals, presented by the environment, by processing the presented input information in a manner meaningful to the network or network users. 2. Learning or Self-organization. The network changes itself to process information meaningfully. , network topology. We call the details of the behavior the neurodynamics. 2 and the following sections present several examples of neurodynamics.

We will find in the following section that the Hebbian rule is applicable in correlation learning when teacher signals are given to the network in a bunch or time-sequentially. 6, it is also useful in function approximation in supervised learning. In the following sections, we present variously functional neural networks using the Hebbian rule. 3 Associative memory 49 is processed in the network, so that the readers can grasp some hints to apply the dynamics in various application fields. 3. 1 Function: Memory and recall of pattern information Associative memories typify the spirit of neural networks.

3 Energy function We can interpret the recall operation as a process to minimize a certain energy function. 21) decreases along with the progress of the recall y −→ sµ , and becomes a relative minimum at the end. The energy is also called Lyapunov function. It is a quadratic form of y, and W is the metric matrix of the energy. We can understand the decrease of the energy intuitively as follows. 15). 17), all the products are approximately zero except for that with the memorized vector nearest to the signal (s2 in the previous case).

Download PDF sample

Complex-Valued Neural Networks by Akira Hirose


by Anthony
4.0

Rated 4.78 of 5 – based on 38 votes