The application of four non-parametric pattern recognition methods to the identification of (obsidian) artifacts using the x-ray fluorescence data for 10 trace elements is discussed. The classification algorithms are illustrated, and their relative usefulness is discussed. (The authors are with Shell Development Company, Emeryville, Calif. and the Department of Anthropology, University of California, Berkeley, Calif.) -- AATA