Physics – Condensed Matter – Disordered Systems and Neural Networks
Scientific paper
2001-07-30
Physics
Condensed Matter
Disordered Systems and Neural Networks
25 pages LaTeX, no figures
Scientific paper
10.1088/0305-4470/34/49/304
We solve the dynamics of the on-line minority game, with general types of decision noise, using generating functional techniques a la De Dominicis and the temporal regularization procedure of Bedeaux et al. The result is a macroscopic dynamical theory in the form of closed equations for correlation- and response functions defined via an effective continuous-time single-trader process, which are exact in both the ergodic and in the non-ergodic regime of the minority game. Our solution also explains why, although one cannot formally truncate the Kramers-Moyal expansion of the process after the Fokker-Planck term, upon doing so one still finds the correct solution, that the previously proposed diffusion matrices for the Fokker-Planck term are incomplete, and how previously proposed approximations of the market volatility can be traced back to ergodicity assumptions.
Coolen Anthony C. C.
Heimel J. A. F.
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