Please use this identifier to cite or link to this item:
|Title:||Presynaptic learning and memory with a persistent firing neuron and a habituating synapse: A model of short term persistent habituation||Authors:||Ramanathan, K.
persistent neural activity
short term memory
|Issue Date:||Aug-2012||Citation:||Ramanathan, K., Ning, N., Dhanasekar, D., Li, G., Shi, L., Vadakkepat, P. (2012-08). Presynaptic learning and memory with a persistent firing neuron and a habituating synapse: A model of short term persistent habituation. International Journal of Neural Systems 22 (4) : -. ScholarBank@NUS Repository. https://doi.org/10.1142/S0129065712500153||Abstract:||Our paper explores the interaction of persistent firing axonal and presynaptic processes in the generation of short term memory for habituation. We first propose a model of a sensory neuron whose axon is able to switch between passive conduction and persistent firing states, thereby triggering short term retention to the stimulus. Then we propose a model of a habituating synapse and explore all nine of the behavioral characteristics of short term habituation in a two neuron circuit. We couple the persistent firing neuron to the habituation synapse and investigate the behavior of short term retention of habituating response. Simulations show that, depending on the amount of synaptic resources, persistent firing either results in continued habituation or maintains the response, both leading to longer recovery times. The effectiveness of the model as an element in a bio-inspired memory system is discussed. © 2012 World Scientific Publishing Company.||Source Title:||International Journal of Neural Systems||URI:||http://scholarbank.nus.edu.sg/handle/10635/82928||ISSN:||01290657||DOI:||10.1142/S0129065712500153|
|Appears in Collections:||Staff Publications|
Show full item record
Files in This Item:
There are no files associated with this item.
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.