By Eytan Domany,J. Leo van Hemmen,Klaus Schulten

the most hard and interesting difficulties of the speculation of neural nets is that of asymptotic habit, of ways a process behaves as time proceeds. this is often of specific relevance to many useful functions. right here we concentrate on organization, generalization, and illustration. We flip to the final subject first. The introductory bankruptcy, "Global research of Recurrent Neural web­ works," by means of Andreas Herz offers an in-depth research of ways to build a Lyapunov functionality for numerous kinds of dynamics and neural coding. It contains a overview of the new paintings with John Hopfield on integrate-and­ hearth neurons with neighborhood interactions. The bankruptcy, "Receptive Fields and Maps within the visible Cortex: types of Ocular Dominance and Orientation Columns" by way of Ken Miller, explains how the first visible cortex could asymptotically achieve its particular constitution via a self-organization strategy in keeping with Hebbian studying. His argu­ ment considering the fact that has been proven to be quite prone to generalization.

Show description

Read Online or Download Models of Neural Networks III: Association, Generalization, and Representation: Vol 3 (Physics of Neural Networks) PDF

Best mathematical physics books


Supergravity, including string conception, is likely one of the most important advancements in theoretical physics. Written by means of of the main revered employees within the box, this is often the first-ever authoritative and systematic account of supergravity. The booklet starts off via reviewing features of relativistic box conception in Minkowski spacetime.

Localization in Periodic Potentials: From Schrödinger Operators to the Gross–Pitaevskii Equation (London Mathematical Society Lecture Note Series)

This publication offers a accomplished remedy of the Gross–Pitaevskii equation with a periodic capability; particularly, the localized modes supported by means of the periodic power. It takes the mean-field version of the Bose–Einstein condensation because the place to begin of study and addresses the lifestyles and balance of localized modes.

Gravitation und Relativität: Eine Einführung in die Allgemeine Relativitätstheorie (De Gruyter Studium) (German Edition)

Die Relativitätstheorie gehört zu den bekanntesten Theorien der Physik. Auch wenn ihre unmittelbaren Auswirkungen auf unser tägliches Leben praktisch vernachlässigbar sind, geht von ihr dennoch eine große Faszination aus. Das vorliegende Buch bahnt physikalisch interessierten Lesern mit grundlegenden Kenntnissen der höheren Mathematik einen anschaulichen und nachvollziehbaren Weg zum Verständnis der Relativitätstheorie.

Strain Gradient Plasticity-Based Modeling of Damage and Fracture (Springer Theses)

This e-book offers a entire creation to numerical modeling of measurement results in steel plasticity. the most periods of pressure gradient plasticity formulations are defined and successfully applied within the context of the finite aspect process. a strong numerical framework is gifted and hired to enquire the function of pressure gradients on structural integrity evaluation.

Additional resources for Models of Neural Networks III: Association, Generalization, and Representation: Vol 3 (Physics of Neural Networks)

Example text

Download PDF sample

Rated 4.71 of 5 – based on 24 votes