Title :
Analysis of a modified Hebbian rule
Author_Institution :
Philips Res. Lab., Louvain-la-Neuve, Belgium
fDate :
11/1/1990 12:00:00 AM
Abstract :
A modified Hebbian rule using the matrix G=sgn(X TX) to induce a certain mapping is discussed. This mapping g is specified as soon as one has chosen the m×n matrix X over U to construct G by use of the above expression. The analysis of g relies on simple counting arguments and on the use of Stirling´s approximation to obtain asymptotic results
Keywords :
information theory; matrix algebra; Stirling´s approximation; asymptotic results; counting arguments; mapping; matrix; modified Hebbian rule; Error correction; Error probability; Helium; Laboratories; Upper bound;
Journal_Title :
Information Theory, IEEE Transactions on