Proof.
Our main strategy is to apply Laplace’s method. The basic idea is that the above exponential integrals are concentrated at the critical values and .
First, we prove the uniform estimate for
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Clearly, the upper bound of follows from the upper bound estimate of .
Write
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We will estimate the two terms separately.
To estimate the first term in (5.119), we make a change of variable
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then Taylor’s theorem gives that
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where is between and . Now we need to estimate the quadratic error term.
It is straightforward calculation that
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then is increasing in .
Since is between and , the above monotonicity of implies .
So the first term of (5.119) becomes
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By direct computations,
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where we used that (since and ).
Immediately, we have
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Next, we estimate the second term in (5.119).
Since we have proved , so this implies that is decreasing and hence for any . Now Taylor’s theorem gives that
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which implies that
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One can check that with . Since for all , so and hence for we have
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Combining the above, we have
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Therefore,
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The lower bound estimate for also follows from Laplace’s method and we just sketch the computations.
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By the concavity of and the monotonicity of in the domain , we have
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It is elementary to see that
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Therefore,
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The uniform estimate for stated in (5.117) can be proved in the same way. One just needs to apply Laplace’s method to the integral estimate formula in Lemma 5.8.
We can eventually obtain
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We omit the computations here.