Clifford A. Ball, Walter N. Torous, The Maximum Likelihood Estimation of Security Price Volatility: Theory, Evidence, and Application to Option Pricing, The Journal of Business, Vol. 57, No. 1, Part 1 (Jan., 1984), pp. 97-112
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Ball et al. (1984) studied this question.
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