A novel spike distance

Authors
Citation
Mcw. Van Rossum, A novel spike distance, NEURAL COMP, 13(4), 2001, pp. 751-763
Citations number
11
Categorie Soggetti
Neurosciences & Behavoir","AI Robotics and Automatic Control
Journal title
NEURAL COMPUTATION
ISSN journal
08997667 → ACNP
Volume
13
Issue
4
Year of publication
2001
Pages
751 - 763
Database
ISI
SICI code
0899-7667(200104)13:4<751:ANSD>2.0.ZU;2-G
Abstract
The discrimination between two spike trains is a fundamental problem for bo th experimentalists and the nervous system itself. We introduce a measure f or the distance between two spike trains. The distance has a time constant as a parameter. Depending on this parameter, the distance interpolates betw een a coincidence detector and a rate difference counter. The dependence of the distance on noise is studied with an integrate-and-fire model. For an intermediate range of the time constants, the distance depends linearly on the noise. This property can be used to determine the intrinsic noise of a neuron.