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This paper is concerned with the heteroscedastic regression model Yi=g(xi)+σiei(1≤I≤n) under correlated errors ei,where it is assumed that σ2i=f(ui),the design points (xi,ui) are known and nonrandom,and g and f are unknown functions.Assuming that unobserv