| Naslov: | Resolution of the stochastic strategy spatial prisoner's dilemma by means of particle swarm optimization |
|---|
| Avtorji: | ID Zhang, Jianlei (Avtor)
ID Zhang, Chunyan (Avtor)
ID Chu, Tianguang (Avtor)
ID Perc, Matjaž (Avtor) |
|---|
| Datoteke: |  PLoS_ONE_2011_Zhang_et_al._Resolution_of_the_Stochastic_Strategy_Spatial_Prisoner_s_Dilemma_by_Means_of_Particle_Swarm_Optimization.PDF (627,24 KB)
MD5: CCB4644BF0FF5009B154D32FDC3B0F25
 http://dx.plos.org/10.1371/journal.pone.0021787
|
|---|
| Jezik: | Angleški jezik |
|---|
| Vrsta gradiva: | Članek v reviji |
|---|
| Tipologija: | 1.01 - Izvirni znanstveni članek |
|---|
| Organizacija: | FNM - Fakulteta za naravoslovje in matematiko
|
|---|
| Opis: | We study the evolution of cooperation among selfish individuals in the stochastic strategy spatial prisoner's dilemma game. We equip players with the particle swarm optimization technique, and find that it may lead to highly cooperative states even if the temptations to defect are strong. The concept of particle swarm optimization was originally introduced within a simple model of social dynamics that can describe the formation of a swarm, i.e., analogous to a swarm of bees searching for a food source. Essentially, particle swarm optimization foresees changes in the velocity profile of each player, such that the best locations are targeted and eventually occupied. In our case, each player keeps track of the highest payoff attained within a local topological neighborhood and its individual highest payoff. Thus, players make use of their own memory that keeps score of the most profitable strategy in previous actions, as well as use of the knowledge gained by the swarm as a whole, to find the best available strategy for themselves and the society. Following extensive simulations of this setup, we find a significant increase in the level of cooperation for a wide range of parameters, and also a full resolution of the prisoner's dilemma. We also demonstrate extreme efficiency of the optimization algorithm when dealing with environments that strongly favor the proliferation of defection, which in turn suggests that swarming could be an important phenomenon by means of which cooperation can be sustained even under highly unfavorable conditions. We thus present an alternative way of understanding the evolution of cooperative behavior and its ubiquitous presence in nature, and we hope that this study will be inspirational for future efforts aimed in this direction. |
|---|
| Ključne besede: | cooperation, prisoner's dilemma, particle swarm optimization, stochastic strategies |
|---|
| Status publikacije: | Objavljeno |
|---|
| Verzija publikacije: | Objavljena publikacija |
|---|
| Leto izida: | 2011 |
|---|
| Št. strani: | str. 1-7 |
|---|
| Številčenje: | Letn. 6, št. 7 |
|---|
| PID: | 20.500.12556/DKUM-66293  |
|---|
| ISSN: | 1932-6203 |
|---|
| UDK: | 530.16 |
|---|
| COBISS.SI-ID: | 18703112 |
|---|
| DOI: | 10.1371/journal.pone.0021787 |
|---|
| ISSN pri članku: | 1932-6203 |
|---|
| NUK URN: | URN:SI:UM:DK:EVQEXC3X |
|---|
| Datum objave v DKUM: | 19.06.2017 |
|---|
| Število ogledov: | 1261 |
|---|
| Število prenosov: | 394 |
|---|
| 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. |
