Stabilizing bidirectional associative memory with Principles in Independent Component Analysis and Null Space (PICANS)

James P. LaRue; Yuriy Luzanov

doi:10.1117/12.2017742

23 May 2013 Stabilizing bidirectional associative memory with Principles in Independent Component Analysis and Null Space (PICANS)

James P. LaRue, Yuriy Luzanov

Author Affiliations +

Proceedings Volume 8745, Signal Processing, Sensor Fusion, and Target Recognition XXII; 87451Z (2013) https://doi.org/10.1117/12.2017742
Event: SPIE Defense, Security, and Sensing, 2013, Baltimore, Maryland, United States

Abstract

A new extension to the way in which the Bidirectional Associative Memory (BAM) algorithms are implemented is presented here. We will show that by utilizing the singular value decomposition (SVD) and integrating principles of independent component analysis (ICA) into the nullspace (NS) we have created a novel approach to mitigating spurious attractors. We demonstrate this with two applications. The first application utilizes a one-layer association while the second application is modeled after the several hierarchal associations of ventral pathways. The first application will detail the way in which we manage the associations in terms of matrices. The second application will take what we have learned from the first example and apply it to a cascade of a convolutional neural network (CNN) and perceptron this being our signal processing model of the ventral pathways, i.e., visual systems.

Citation Download Citation

James P. LaRue and Yuriy Luzanov "Stabilizing bidirectional associative memory with Principles in Independent Component Analysis and Null Space (PICANS)", Proc. SPIE 8745, Signal Processing, Sensor Fusion, and Target Recognition XXII, 87451Z (23 May 2013); https://doi.org/10.1117/12.2017742

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available