Characterising information correlation in a stochastic Izhikevich neuron
Conference poster
Yang, Z., Gandhi, V., Karamanoglu, M. and Graham, B. 2015. Characterising information correlation in a stochastic Izhikevich neuron. International Joint Conference on Neural Networks (IJCNN 2015). Killarney, Republic of Ireland 12 - 17 Jul 2015 Institute of Electrical and Electronics Engineers (IEEE). pp. 1-5
Type | Conference poster |
---|---|
Title | Characterising information correlation in a stochastic Izhikevich neuron |
Authors | Yang, Z., Gandhi, V., Karamanoglu, M. and Graham, B. |
Abstract | The Izhikevich spiking neuron model is a relatively new mathematical framework which is able to represent many observed spiking neuron behaviors, excitatory or inhibitory, by simply adjusting a set of four model parameters. This model is deterministic in nature and has achieved wide applications in analytical and numerical analysis of biological neurons due largely to its biological plausibility and computational efficiency. In this work we present a stochastic version of the Izhikevich neuron, and measure its performance in transmitting information in a range of biological frequencies. The work reveals that the deterministic Izhikevich model has a wide information transmission range and is generally better in transmitting information than its stochastic counterpart. |
Conference | International Joint Conference on Neural Networks (IJCNN 2015) |
Page range | 1-5 |
ISSN | 2161-4393 |
Electronic | 2161-4407 |
ISBN | |
Electronic | 9781479919604 |
Electronic | 9781479919598 |
Publisher | Institute of Electrical and Electronics Engineers (IEEE) |
Publication dates | |
13 Jul 2015 | |
Online | 01 Oct 2015 |
Publication process dates | |
Deposited | 12 Aug 2015 |
Accepted | 27 Mar 2015 |
Output status | Published |
Accepted author manuscript | |
Copyright Statement | © 2015 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. |
Web address (URL) | http://dx.doi.org/10.1109/IJCNN.2015.7280534 |
Language | English |
Book title | 2015 International Joint Conference on Neural Networks (IJCNN) |
https://repository.mdx.ac.uk/item/85v94
Download files
56
total views13
total downloads3
views this month2
downloads this month