TY - GEN
T1 - Cognitive efficiency as a causal mechanism for social preferences
AU - Srivastava, Nisheeth
AU - Schrater, Paul R
PY - 2011
Y1 - 2011
N2 - Mathematical sociology and neo-classical economic theory are predicated upon two heretofore irreconcilable views of human behavior. Sociology assumes the ontic primacy of structures composed of known patterns of behavior, diminishing the significance of subjective agency. Economics assumes the ontic primacy of rational self-interest, with scant attention paid to social drives. In this paper, we reconcile these divergent viewpoints using recent discoveries in cognitive science and theories of decision-making. Using our recent model of human choice behavior adapted from reinforcement learning, we show that an account of individually rational decision-making that takes processing costs into account reproduces multiple types of social behaviors with no prior common explanation. The natural emergence of these biases from our model provides evidence that, rather than being irrational, these patterns of behavior are rational adaptations to particular choice ecologies that predominate human social systems. Results from our computational experiments demonstrate an interesting adaptive interplay between agents driven by individually rational goals and the group structures that emerge from their choices.
AB - Mathematical sociology and neo-classical economic theory are predicated upon two heretofore irreconcilable views of human behavior. Sociology assumes the ontic primacy of structures composed of known patterns of behavior, diminishing the significance of subjective agency. Economics assumes the ontic primacy of rational self-interest, with scant attention paid to social drives. In this paper, we reconcile these divergent viewpoints using recent discoveries in cognitive science and theories of decision-making. Using our recent model of human choice behavior adapted from reinforcement learning, we show that an account of individually rational decision-making that takes processing costs into account reproduces multiple types of social behaviors with no prior common explanation. The natural emergence of these biases from our model provides evidence that, rather than being irrational, these patterns of behavior are rational adaptations to particular choice ecologies that predominate human social systems. Results from our computational experiments demonstrate an interesting adaptive interplay between agents driven by individually rational goals and the group structures that emerge from their choices.
KW - Choice models
KW - Decision theory
KW - Reinforcement learning
KW - Social cognition
KW - Social utility
UR - http://www.scopus.com/inward/record.url?scp=84856180425&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84856180425&partnerID=8YFLogxK
U2 - 10.1109/PASSAT/SocialCom.2011.224
DO - 10.1109/PASSAT/SocialCom.2011.224
M3 - Conference contribution
AN - SCOPUS:84856180425
SN - 9780769545783
T3 - Proceedings - 2011 IEEE International Conference on Privacy, Security, Risk and Trust and IEEE International Conference on Social Computing, PASSAT/SocialCom 2011
SP - 647
EP - 650
BT - Proceedings - 2011 IEEE International Conference on Privacy, Security, Risk and Trust and IEEE International Conference on Social Computing, PASSAT/SocialCom 2011
T2 - 2011 IEEE International Conference on Privacy, Security, Risk and Trust, PASSAT 2011 and 2011 IEEE International Conference on Social Computing, SocialCom 2011
Y2 - 9 October 2011 through 11 October 2011
ER -