New continuous and stochastic extensions of the minority game, devised as a
fundamental model for a market of competitive agents, are introduced and s
tudied in the context of statistical physics. The new formulation reproduce
s the key features of the original model, without the need for some of its
special assumptions and, most importantly, it demonstrates the crucial role
of stochastic decision making. Furthermore, this formulation provides the
exact but novel nonlinear equations for the dynamics of the system.