Second-Order Methods for Neural Networks: Fast and Reliable Training Methods for Multi-Layer Perceptrons free ebook download.

Home : Book details

Second-Order Methods for Neural Networks: Fast and Reliable Training Methods for Multi-Layer Perceptrons free ebook download

Category:
Telecommunications

Views: 198
Likes: 237

Catalogue

Author(s):	Adrian J. Shepherd BA, MSc, PhD (auth.)

Date:	2018	Format:	PDF	Language:	English	ISBN/ASIN:	3540761004
Pages:	145	OCR:		Quality:		ISBN13:
Uploader:	Gustavi	Upload Date:	5/23/2019 4:45:37 AM

To download click on link in the Links Table below

Description: Click to see full description

About This Book This book is about training methods - in particular, fast second-order training methods - for multi-layer perceptrons (MLPs). MLPs (also known as feed-forward neural networks) are the most widely-used class of neural network. Over the past decade MLPs have achieved increasing popularity among scientists, engineers and other professionals as tools for tackling a wide variety of information processing tasks. In common with all neural networks, MLPsare trained (rather than programmed) to carryout the chosen information processing function. Unfortunately, the (traditional' method for trainingMLPs- the well-knownbackpropagation method - is notoriously slow and unreliable when applied to many prac tical tasks. The development of fast and reliable training algorithms for MLPsis one of the most important areas ofresearch within the entire field of neural computing. The main purpose of this book is to bring to a wider audience a range of alternative methods for training MLPs, methods which have proved orders of magnitude faster than backpropagation when applied to many training tasks. The book also addresses the well-known (local minima' problem, and explains ways in which fast training methods can be com bined with strategies for avoiding (or escaping from) local minima. All the methods described in this book have a strong theoretical foundation, drawing on such diverse mathematical fields as classical optimisation theory, homotopic theory and stochastic approximation theory.

Links Table

	Title	Link	Password	Size (MB)	Thank to	Inform Admin
2501907	Book	https://novafile.com/ss18e9fyk867...		12.00	Gustavi

Tags: Methods Multi-Layer Networks Neural Perceptrons Reliable Second-Order Training

Title	Link	Password	Size	Reason

Those who downloaded this book also downloaded the following books:
Comments

New comment: