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
TypeConference poster
TitleCharacterising information correlation in a stochastic Izhikevich neuron
AuthorsYang, 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.

LanguageEnglish
ConferenceInternational Joint Conference on Neural Networks (IJCNN 2015)
Page range1-5
ISSN2161-4393
Electronic2161-4407
ISBN
Electronic9781479919604
Electronic9781479919598
PublisherInstitute of Electrical and Electronics Engineers (IEEE)
Publication dates
Print13 Jul 2015
Online01 Oct 2015
Publication process dates
Deposited12 Aug 2015
Accepted27 Mar 2015
Output statusPublished
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
Book title2015 International Joint Conference on Neural Networks (IJCNN)
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Unmanned aerial vehicle comprising a triangular array of rotors.
Prior, S., Odedra, S., Karamanoglu, M., Erbil, M. and Foran, T. 2009. Unmanned aerial vehicle comprising a triangular array of rotors.
Increasing the trafficability of unmanned ground vehicles through intelligent morphing
Odedra, S., Prior, S., Karamanoglu, M. and Shen, S. 2009. Increasing the trafficability of unmanned ground vehicles through intelligent morphing. Dai, J., Zoppi, M. and Kong, X. (ed.) International Conference on Reconfigurable Mechanisms and Robots, ReMAR 2009. London, UK 22 - 24 Jun 2009 IEEE. pp. 665-672
Using acoustic sensor technologies to create a more terrain capable unmanned ground vehicle
Odedra, S., Prior, S., Karamanoglu, M., Erbil, M. and Shen, S. 2009. Using acoustic sensor technologies to create a more terrain capable unmanned ground vehicle. Harris, D. (ed.) 8th International Conference on Engineering Psychology and Cognitive Ergonomics (EPCE). San Diego, CA, USA 19 - 24 Jul 2009 Berlin, Heidelberg Springer. https://doi.org/10.1007/978-3-642-02728-4_61
Development of a novel platform for greater situational awareness in the urban military terrain
Prior, S., Shen, S-T., White, T., Odedra, S., Karamanoglu, M., Erbil, M. and Foran, T. 2009. Development of a novel platform for greater situational awareness in the urban military terrain. Harris, D. (ed.) 8th International Conference on Engineering Psychology and Cognitive Ergonomics (EPCE). San Diego, CA, USA 19 - 24 Jul 2009 Berlin Springer. pp. 120-125 https://doi.org/10.1007/978-3-642-02728-4_13
Designing for co-design: using the product envelope model as a framework for reflection.
Bardill, A., Herd, K. and Karamanoglu, M. 2007. Designing for co-design: using the product envelope model as a framework for reflection. Proceedings of the World Conference on Mass Customization & Personalization (MCPC), Innovation and Research Conference. Cambridge/Boston, MA, USA 07 - 10 Oct 2007
Product envelopes: designing positive interplay between brand DNA and customer co-designers
Bardill, A., Herd, K. and Karamanoglu, M. 2007. Product envelopes: designing positive interplay between brand DNA and customer co-designers. International Journal of Mass Customization. 2 (1/2), pp. 57-75. https://doi.org/10.1504/IJMASSC.2007.012813
Product design as a vehicle to integrate arts and sciences in design education
Karamanoglu, M., Bardill, A. and Prior, S. 2007. Product design as a vehicle to integrate arts and sciences in design education. in: Proceedings of the International Association of Societies of Design Research, Emerging Trends in Design Research, 12-15 November 2007, Hong Kong International Association of Societies of Design Research, Emerging Trends in Design Research.
Improving the mobility performance of autonomous unmanned ground vehicles by adding the ability to 'Sense/Feel' their local environment.
Karamanoglu, M., Odedra, S. and Prior, S. 2007. Improving the mobility performance of autonomous unmanned ground vehicles by adding the ability to 'Sense/Feel' their local environment. in: Shumaker, R. (ed.) Virtual Reality - Second International Conference, ICVR 2007, Held as Part of HCI International 2007, Beijing, China, July 22-27, 2007 Springer.
Towards solving the mobility issues of unmanned ground vehicles.
Karamanoglu, M., Odedra, S. and Prior, S. 2007. Towards solving the mobility issues of unmanned ground vehicles. Gerhart, G., Gage, D. and Shoemaker, C. (ed.) Defence and Security Symposium. Orlando, Florida, United States 09 - 13 Apr 2007 Society of Photo-optical Instrumentation Engineers (SPIE). https://doi.org/10.1117/12.721495
Comparing the personality type of design students in the UK and Taiwan
Prior, S., Shen, S., White, T. and Karamanoglu, M. 2007. Comparing the personality type of design students in the UK and Taiwan. Dainoff, M. (ed.) Ergonomics and health aspects of work with computers: International Conference, EHAWC 2007, Held as Part of HCI International Conference. Beijing, China,
Control of Ship capsize in stern quartering seas
White, T., Gleeson, P. and Karamanoglu, M. 2007. Control of Ship capsize in stern quartering seas. International Journal of Simulation, Systems, Science & Technology. 8 (2), pp. 20-31.
Using personality type differences to form engineering design teams
Shen, S., Prior, S., White, T. and Karamanoglu, M. 2007. Using personality type differences to form engineering design teams. Engineering Education. 2 (2), pp. 54-66.
Pleasure-based design approaches to the built environment
Bardill, A., Karamanoglu, M. and Herd, K. 2005. Pleasure-based design approaches to the built environment. Proceedings of the Institution of Civil Engineers - Municipal Engineer. 158 (3), pp. 183-193. https://doi.org/10.1680/muen.2005.158.3.183
Modelling the response of masonry structures to gas explosions
Wong, C. and Karamanoglu, M. 1999. Modelling the response of masonry structures to gas explosions. Journal of Loss Prevention in the Process Industries. 12 (3), pp. 199-205. https://doi.org/10.1016/S0950-4230(98)00058-8