Crutchfield, James P.; Mitchell, Melanie; Das, Rajarshi - Santa Fe Institute - 1998
We investigate the ability of a genetic algorithm to design cellular automata that perform computations. The … structural analysis can also be used to explain the evolutionary process by which the strategies were designed by the genetic … algorithm. More generally, our goals are to understand how machine-learning processes can design complex decentralized systems …