Helmut Gfrerer, Supplement to An A Posteriori Parameter Choice for Ordinary and Iterated Tikhonov Regularization of Ill-Posed Problems Leading to Optimal Convergence Rates, Mathematics of Computation, Vol. 49, No. 180 (Oct., 1987), pp. S5-S12
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Helmut Gfrerer (1987) studied this question.