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A new method is developed by the author to reduce the bias of the maximum likelihood estimates (MLE) with small sample sizes. The new method is based on a special case of the Fre?chet distribution. The special case of the Fre?chet distribution is now referred as the ?New Distribution? in this article and/or the ?Reduce Bias Factor? Distribution. The cumulative distribution function (CDF) of the ?New...