| Naslov: | Topological features of spike trains in recurrent spiking neural networks that are trained to generate spatiotemporal patterns |
|---|
| Avtorji: | ID Maslennikov, Oleg (Avtor)
ID Perc, Matjaž (Avtor)
ID Nekorkin, Vladimir (Avtor) |
|---|
| Datoteke: |  RAZ_Maslennikov_Oleg_2024.pdf (6,96 MB)
MD5: 17D68A14C066E811ED561C5195963CC2
 https://doi.org/10.3389/fncom.2024.1363514
|
|---|
| Jezik: | Angleški jezik |
|---|
| Vrsta gradiva: | Znanstveno delo |
|---|
| Tipologija: | 1.01 - Izvirni znanstveni članek |
|---|
| Organizacija: | FNM - Fakulteta za naravoslovje in matematiko
|
|---|
| Opis: | In this study, we focus on training recurrent spiking neural networks to generate spatiotemporal patterns in the form of closed two-dimensional trajectories. Spike trains in the trained networks are examined in terms of their dissimilarity using the Victor-Purpura distance. We apply algebraic topology methods to the matrices obtained by rank-ordering the entries of the distance matrices, specifically calculating the persistence barcodes and Betti curves. By comparing the features of dierent types of output patterns, we uncover the complex relations between low-dimensional target signals and the underlying multidimensional spike trains. |
|---|
| Ključne besede: | topological features, neural networks, spatiotemporal patterns, nonlinear dynamics |
|---|
| Status publikacije: | Objavljeno |
|---|
| Verzija publikacije: | Objavljena publikacija |
|---|
| Poslano v recenzijo: | 30.12.2023 |
|---|
| Datum sprejetja članka: | 06.02.2024 |
|---|
| Datum objave: | 23.02.2024 |
|---|
| Založnik: | Frontiers Media S.A. |
|---|
| Leto izida: | 2024 |
|---|
| Št. strani: | 13 str. |
|---|
| Številčenje: | Letn. 18, št. članka 1363514 |
|---|
| PID: | 20.500.12556/DKUM-91196  |
|---|
| UDK: | 53 |
|---|
| COBISS.SI-ID: | 187350019 |
|---|
| DOI: | 10.3389/fncom.2024.1363514 |
|---|
| ISSN pri članku: | 1662-5188 |
|---|
| Datum objave v DKUM: | 27.11.2024 |
|---|
| Število ogledov: | 136 |
|---|
| Število prenosov: | 15 |
|---|
| Metapodatki: |    |
|---|
| Področja: | Ostalo
|
|---|
|
:
|
Kopiraj citat |
|---|
| | | | Skupna ocena: | (0 glasov) |
|---|
| Vaša ocena: | Ocenjevanje je dovoljeno samo prijavljenim uporabnikom. |
|---|
| Objavi na: |  |
|---|
Postavite miškin kazalec na naslov za izpis povzetka. Klik na naslov izpiše
podrobnosti ali sproži prenos. |
