In a withering critique of his fellow Republicans, former Federal Reserve Chairman Alan Greenspan says in his memoir that the party to which he has belonged all his life deserved to lose power last year for forsaking its small-government principles.

In "The Age of Turbulence: Adventures in a New World," published by Penguin Press, Mr. Greenspan criticizes both congressional Republicans and President George W. Bush for abandoning fiscal discipline.

The...