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A Comparative Study of Sparse Associative Memories
Abstract
International audienceWe study various models of associative memories with sparse information, i.e. a pattern to be stored is a random string of 0s and 1s with about logN 1s, only. We compare different synaptic weights, architectures and retrieval mechanisms to shed light on the influence of the various parameters on the storage capacity- info:eu-repo/semantics/article
- Journal articles
- Neural networks, associative memory, sparse patterns, storage capacity, exponential inequalities
- 2000 MSC: Primary: 82C32, 60K35, Secondary: 68T05, 92B20.
- [PHYS.COND.CM-SM]Physics [physics]/Condensed Matter [cond-mat]/Statistical Mechanics [cond-mat.stat-mech]
- [INFO.INFO-NE]Computer Science [cs]/Neural and Evolutionary Computing [cs.NE]