A matrix derivative approach to the generalized least squares estimation of parameters in the inter- battery factor analysis model is suggested. Since the parameter matrices in this model are patterned, first a method to obtain matrix derivatives with respect to patterned matrices is developed. 53 PHYSICS 535-31 Ultraviolet Rays