TY - JOUR
T1 - Averaging principle for second-order approximation of heterogeneous models with homogeneous models
AU - Fibich, Gadi
AU - Gavious, Arieh
AU - Solan, Eilon
PY - 2012/11/27
Y1 - 2012/11/27
N2 - Typically, models with a heterogeneous property are considerably harder to analyze than the corresponding homogeneous models, in which the heterogeneous property is replaced by its average value. In this study we show that any outcome of a heterogeneous model that satisfies the two properties of differentiability and symmetry is O(∈2) equivalent to the outcome of the corresponding homogeneous model, where e is the level of heterogeneity. We then use this averaging principle to obtain new results in queuing theory, game theory (auctions), and social networks (marketing).
AB - Typically, models with a heterogeneous property are considerably harder to analyze than the corresponding homogeneous models, in which the heterogeneous property is replaced by its average value. In this study we show that any outcome of a heterogeneous model that satisfies the two properties of differentiability and symmetry is O(∈2) equivalent to the outcome of the corresponding homogeneous model, where e is the level of heterogeneity. We then use this averaging principle to obtain new results in queuing theory, game theory (auctions), and social networks (marketing).
KW - Homogenization
KW - Perturbation methods
UR - http://www.scopus.com/inward/record.url?scp=84870313073&partnerID=8YFLogxK
U2 - 10.1073/pnas.1206867109
DO - 10.1073/pnas.1206867109
M3 - Article
AN - SCOPUS:84870313073
VL - 109
SP - 19545
EP - 19550
JO - Proceedings of the National Academy of Sciences of the United States of America
JF - Proceedings of the National Academy of Sciences of the United States of America
SN - 0027-8424
IS - 48
ER -