PMID- 11308739 OWN - NLM STAT- PubMed-not-MEDLINE DCOM- 20040525 LR - 20010419 IS - 1539-3755 (Print) IS - 1539-3755 (Linking) VI - 63 IP - 3 Pt 2 DP - 2001 Mar TI - Chaotic dynamics from interspike intervals. PG - 036205 AB - Considering two different mathematical models describing chaotic spiking phenomena, namely, an integrate-and-fire and a threshold-crossing model, we discuss the problem of extracting dynamics from interspike intervals (ISIs) and show that the possibilities of computing the largest Lyapunov exponent (LE) from point processes differ between the two models. We also consider the problem of estimating the second LE and the possibility to diagnose hyperchaotic behavior by processing spike trains. Since the second exponent is quite sensitive to the structure of the ISI series, we investigate the problem of its computation. FAU - Pavlov, A N AU - Pavlov AN AD - Nonlinear Dynamics Laboratory, Department of Physics, Saratov State University, Astrakhanskaya Street 83, 410026, Saratov, Russia. FAU - Sosnovtseva, O V AU - Sosnovtseva OV FAU - Mosekilde, E AU - Mosekilde E FAU - Anishchenko, V S AU - Anishchenko VS LA - eng PT - Journal Article DEP - 20010221 PL - United States TA - Phys Rev E Stat Nonlin Soft Matter Phys JT - Physical review. E, Statistical, nonlinear, and soft matter physics JID - 101136452 EDAT- 2001/04/20 10:00 MHDA- 2001/04/20 10:01 CRDT- 2001/04/20 10:00 PHST- 2000/06/29 00:00 [received] PHST- 2001/04/20 10:00 [pubmed] PHST- 2001/04/20 10:01 [medline] PHST- 2001/04/20 10:00 [entrez] AID - 10.1103/PhysRevE.63.036205 [doi] PST - ppublish SO - Phys Rev E Stat Nonlin Soft Matter Phys. 2001 Mar;63(3 Pt 2):036205. doi: 10.1103/PhysRevE.63.036205. Epub 2001 Feb 21.