Improvements to the sensitivity of gravitational clustering for multiple neuron recordings

Citation
Sn. Baker et Gl. Gerstein, Improvements to the sensitivity of gravitational clustering for multiple neuron recordings, NEURAL COMP, 12(11), 2000, pp. 2597-2620
Citations number
27
Categorie Soggetti
Neurosciences & Behavoir","AI Robotics and Automatic Control
Journal title
NEURAL COMPUTATION
ISSN journal
08997667 → ACNP
Volume
12
Issue
11
Year of publication
2000
Pages
2597 - 2620
Database
ISI
SICI code
0899-7667(200011)12:11<2597:ITTSOG>2.0.ZU;2-8
Abstract
We outline two improvements to the technique of gravitational clustering fo r detection of neuronal synchrony, which are capable of improving the metho d's detection of weak synchrony with limited data. The advantages of the en hancements are illustrated using data with known levels of synchrony and di fferent interspike interval distributions. The novel simulation method desc ribed can easily generate such test data. An important dependence of the se nsitivity of gravitational clustering to the interspike interval distributi on of the analysed spike trains is described.