The KDD Conference grew from KDD ( Knowledge Discovery and Data Mining ) workshops at AAAI conferences , which were started by Gregory I. Piatetsky-Shapiro in 1989 , 1991 , and 1993 , and Usama Fayyad in 1994 . Machinery | ACM .