A Comparative Study of Sparse Associative Memories

作者：Gripon Vincent; Heusel Judith^*; Loewe Matthias; Vermet Franck

来源：Journal of Statistical Physics, 2016, 164(1): 105-129.

DOI：10.1007/s10955-016-1530-z

• Neural networks
• Associative memory
• Sparse patterns
• Storage capacity
• Exponential inequalities

We 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 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.

• 出版日期2016-7
• 单位Telecom Bretagne