Natural selection and social learning in prisoner's dilemma - Coadaptation with genetic algorithms and artificial neural networks

被引:32
作者
Macy, M
机构
关键词
D O I
10.1177/0049124196025001004
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
Evolutionary game theory has been used to study the viability of cooperation in a predatory world. Although previous studies have helped to identify robust strategies, little is known about how success translates into the reproduction of cultural rules. Analogs of genetic replication may be deceptive if social learning and natural selection engender different population dynamics. The author distinguished selection and learning based on whether rules am hardwired or softwired in the organisms that carry them The author then used genetic algorithms and artificial neural network; to operationalize the distinction. Applied for the first time to iterated prisoner's Dilemma, neural network experiments showed that researchers may need To be much more cautious in using Darwinian analogs as templates for modeling the evolution of cultural rules.
引用
收藏
页码:103 / 137
页数:35
相关论文
共 41 条
[1]   THE CULTURAL-EVOLUTION OF BENEFICENT NORMS [J].
ALLISON, PD .
SOCIAL FORCES, 1992, 71 (02) :279-301
[2]   THE FURTHER EVOLUTION OF COOPERATION [J].
AXELROD, R ;
DION, D .
SCIENCE, 1988, 242 (4884) :1385-1390
[3]   THE EVOLUTION OF COOPERATION [J].
AXELROD, R ;
HAMILTON, WD .
SCIENCE, 1981, 211 (4489) :1390-1396
[4]  
Axelrod R., 1987, GENETIC ALGORITHMS S, V1, P1
[5]   Neural network models of religious belief [J].
Bainbridge, WS .
SOCIOLOGICAL PERSPECTIVES, 1995, 38 (04) :483-495
[6]   Minimum intelligent neural device: A tool for social simulation [J].
Bainbridge, WS .
JOURNAL OF MATHEMATICAL SOCIOLOGY, 1995, 20 (2-3) :179-192
[7]   ARTIFICIAL SOCIAL INTELLIGENCE [J].
BAINBRIDGE, WS ;
BRENT, EE ;
CARLEY, KM ;
HEISE, DR ;
MACY, MW ;
MARKOVSKY, B ;
SKVORETZ, J .
ANNUAL REVIEW OF SOCIOLOGY, 1994, 20 :407-436
[8]  
Bandura A., 1997, Self-efficacy: The exercise of control, DOI [10.1891/0889-8391.13.2.158, DOI 10.1891/0889-8391.13.2.158]
[9]   UNCERTAINTY AND THE EVOLUTION OF COOPERATION [J].
BENDOR, J .
JOURNAL OF CONFLICT RESOLUTION, 1993, 37 (04) :709-734
[10]  
Boyd R., 1985, Culture and the Evolutionary Process