Adaptive Learning Algorithms for Nernst Potential and I-V Curves in Nerve Cell Membrane Ion Channels Modelled as Hidden Markov Models
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Krishnamurthy, Vikram; Chung, Shin-Ho
Description
We present discrete stochastic optimization algorithms that adaptively learn the Nernst potential in membrane ion channels. The proposed algorithms dynamically control both the ion channel experiment and the resulting hidden Markov model signal processor
dc.contributor.author | Krishnamurthy, Vikram | |
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dc.contributor.author | Chung, Shin-Ho | |
dc.date.accessioned | 2015-12-13T23:12:13Z | |
dc.date.available | 2015-12-13T23:12:13Z | |
dc.identifier.issn | 1536-1241 | |
dc.identifier.uri | http://hdl.handle.net/1885/87947 | |
dc.description.abstract | We present discrete stochastic optimization algorithms that adaptively learn the Nernst potential in membrane ion channels. The proposed algorithms dynamically control both the ion channel experiment and the resulting hidden Markov model signal processor | |
dc.publisher | Institute of Electrical and Electronics Engineers (IEEE Inc) | |
dc.source | IEEE Transactions on Nanobioscience | |
dc.subject | Keywords: Approximation theory; Cell membranes; Electric potential; Mathematical models; Statistical methods; Stochastic control systems; Discrete stochastic approximation; Hidden markov models (HMM); Ion channel currents; Nernst potential; Learning algorithms Discrete stochastic approximation; Hidden Markov models (HMMs); Ion channel currents; Nernst potential | |
dc.title | Adaptive Learning Algorithms for Nernst Potential and I-V Curves in Nerve Cell Membrane Ion Channels Modelled as Hidden Markov Models | |
dc.type | Journal article | |
local.description.notes | Imported from ARIES | |
local.description.refereed | Yes | |
local.identifier.citationvolume | 2 | |
dc.date.issued | 2003 | |
local.identifier.absfor | 029901 - Biological Physics | |
local.identifier.ariespublication | MigratedxPub17442 | |
local.type.status | Published Version | |
local.contributor.affiliation | Krishnamurthy, Vikram, University of British Columbia | |
local.contributor.affiliation | Chung, Shin-Ho, College of Physical and Mathematical Sciences, ANU | |
local.bibliographicCitation.issue | 5 | |
local.bibliographicCitation.startpage | 266 | |
local.bibliographicCitation.lastpage | 278 | |
local.identifier.doi | 10.1109/TNB.2003.820275 | |
dc.date.updated | 2015-12-12T08:30:47Z | |
local.identifier.scopusID | 2-s2.0-3042764652 | |
Collections | ANU Research Publications |
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