Download a free evaluation copy of NeuroSolutions to discover how to apply neural network technology to your artificial intelligence application.

contents.gifindex.gifprev1.gifnext1.gif

Chapter 6 - Hebbian Learning and Principal Component Analysis

The table of contents for Chapter 6 is as follows


6.1 Introduction
6.2 Effect of the Hebbian Update
6.3 Oja's Rule
6.4 Principal Component Analysis
6.5 Anti-Hebbian Learning
6.6 Estimating Cross-correlation with Hebbian Networks
6.7 Novelty Filters and Lateral Inhibition
6.8 Linear Associative Memories (LAMs)
6.9 LMS Learning as a Combination of Hebbian Rules
6.10 Autoassociation
6.11 Nonlinear Associative Memories
6.12 Project: Use of Hebbian Networks for Data Compression and Associative Memories
6.13 Conclusions
6.14 Exercises
6.15 NeuroSolutions Examples
6.16 Concept Map for Chapter 6

To find out more about this book or to purchase it, please visit http://www.nd.com/products/nsbook.htm