A difference of three normals

Let X,Y,Z∼N(12,12)X, Y, Z \sim \mathcal N(12, 12) be i.i.d. (mean 1212, variance 1212). The probability P[X−Y>Z]\mathbb{P}[X - Y > Z] can be written as Φ(a)\Phi(a) for the standard normal CDF Φ\Phi. Find aa.

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  1. W=X−Y−ZW=X-Y-Z is normal with mean 12−12−12=−1212-12-12=-12 and variance 12+12+12=3612+12+12=36 (σ=6\sigma=6).
  2. Standardize P[W>0]\mathbb{P}[W>0]: the threshold is 2σ2\sigma above the mean, so it equals Φ(−2)\Phi(-2).

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