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This is a more detailed derivation of the result from Lemma 3.4.
Let . This now becomes a single variable minimum/maximum problem. We set , and solve for . First, simplifying , we compute
+ higher order terms).
Thus,
Integrating by parts with , this is equal to
The first term is equal to 0 by boundary conditions of , so we obtain the equality
, exactly as stated in the conclusion of Lemma 3.4. Solving this ODE with initial conditions gives the desired result. Explicitly, the solution of this ODE (with ) is
Plugging in and , we have
and , implying that , as claimed.