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Along with his work on synthesis, or using machines to create sounds, Cope had dabbled in the use of software to compose music. Inspired by the field of artificial intelligence, he thought there might be a way to create a virtual David Cope software to create new pieces in his style.

The effort fit into a long tradition of what would come to be called algorithmic composition. Algorithmic composers use a list of instructions — as opposed to sheer inspiration — to create their works. During the 18th century, Joseph Haydn and others created scores for a musical dice game called Musikalisches Würfelspiel, in which players rolled dice to determine which of 272 measures of music would be played in a certain order. More recently, 1950s-era University of Illinois researchers Lejaren Hiller and Leonard Isaacson programmed stylistic parameters into the Illiac computer to create the Illiac Suite, and Greek composer Iannis Xenakis used probability equations. Much of modern popular music is a sort