
Sam S. answered 10/11/16
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Let f (i) be the density of i. Then f (i) is "like" f (v) with an appropriate scaling (sometimes called Jacobian or Jacobian determinant) to ensure f (i) integrates to 1 over the transformed domain.
Let V = g (i) = sqrt (i). The scaling factor is g'(i),
g'(i) = 1/(2 × sqrt (i))
Then substituting g (i) for V into f (V) and multiplying by the scaling factor,
f (i) = f (g (i)) × g'(i)
= 2 (1-sqrt (i)) × 1/(2 × sqrt (i))
= 1/sqrt (i) - 1
The original domain was Df = {v: 0 < v < 1} so the new domain is
Di = {i: sqrt (0) < i < sqrt (1)} = 0 < i < 1.
You can check that f (i) integrates to 1 over the interval (0, 1).