๐”– Bobbio Scriptorium
โœฆ   LIBER   โœฆ

Sequences of smoothly correlated patterns in neural networks with random transmission delays

โœ Scribed by M. Bartholomeus; A. C. C. Coolen

Publisher
Springer-Verlag
Year
1992
Tongue
English
Weight
909 KB
Volume
67
Category
Article
ISSN
0340-1200

No coin nor oath required. For personal study only.

โœฆ Synopsis

A neural network with a broad distribution of transmission delays was used to study numerically the retrieval of sequences having several types of correlations between successive patterns. In the case of sequences consisting of patterns correlated for finite time, the quality of retrieval was found to be (more or less) independent of the pattern correlation width and the delay distribution. On the other hand the quality of retrieval is dependent on these factors in the case of sequences with pattern correlation functions with long time 'tails'. Finally we have studied to what extent the storage capacity depends on the pattern correlation function and the delay distribution.

๐Ÿ“œ SIMILAR VOLUMES

Retrieval of pattern sequences at variab
Retrieval of pattern sequences at variable speeds in a neural network with delays
โœ Tom M. Heskes; Stan Gielen ๐Ÿ“‚ Article ๐Ÿ“… 1992 ๐Ÿ› Elsevier Science ๐ŸŒ English โš– 578 KB

We discuss a neural network for the storage and retrieval of sequences of patterns. Assuming a distribution of delays, short relative to the duration of each of the single patterns, and assuming adaptive thresholds, we show that a sequence of patterns, learned at a particular speed, can be replayed