MBS 93-16
Hard Cores and Soft Cores: Evolving Coalitions, Edgeworth and the Boltzmann
Machine
Arthur DeVany
Coalitions are the basic unit of economic organization; they represent
trading relationships, contracts, firms and the very structure of the economic
system. Little is known about how agents discover their opportunities for
cooperation and form coalition structures that capture those gains. This
paper explores how coalitions form through decentralized means. Self-organizing
coalitions are modelled as an evolving neural network composed of local
hill-climbing agents whose actions are coordinated by information they
receive through the network. Properties of the network that influence the
evolution of coalitions are explored through computer experiments. The
results suggest that coalition formation is path dependent and there are
critical points of transition to equilibrium patterns. strongly interacting
networks adapt rapidly but tend to form fragmented coalition structures
that evolve to local rather than global optima. Broken symmetry and randomness
are important sources of order.