Biology – Quantitative Biology – Neurons and Cognition
Scientific paper
2008-03-13
Biology
Quantitative Biology
Neurons and Cognition
5 pages, 2 figures
Scientific paper
There is evidence that biological synapses have only a fixed number of discrete weight states. Memory storage with such synapses behaves quite differently from synapses with unbounded, continuous weights as old memories are automatically overwritten by new memories. We calculate the storage capacity of discrete, bounded synapses in terms of Shannon information. For optimal learning rules, we investigate how information storage depends on the number of synapses, the number of synaptic states and the coding sparseness.
Barrett Adam B.
van Rossum C. W. M.
No associations
LandOfFree
Shannon Information Capacity of Discrete Synapses does not yet have a rating. At this time, there are no reviews or comments for this scientific paper.
If you have personal experience with Shannon Information Capacity of Discrete Synapses, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Shannon Information Capacity of Discrete Synapses will most certainly appreciate the feedback.
Profile ID: LFWR-SCP-O-69764