Bart J. Bronnenberg, Wilfried R. Vanhonacker, Limited Choice Sets, Local Price Response and Implied Measures of Price Competition, Journal of Marketing Research, Vol. 33, No. 2 (May, 1996), pp. 163-173
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Bronnenberg et al. (1996) studied this question.