For , integration and independence of random variables giveBy the fractional moment criterion for convergence in probability,The parenthesized factor is less than one precisely when . This expression vanishes at and has derivative there. If , the derivative is negative, so some sufficiently small makes the factor strictly less than one. The bound then tends to zero geometrically, proving
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