1. Equation
From the definition Yt = e_t + theta * e_t-1
It follows that Yt - theta * e_t -1 = e_t
Plug that into the first expression and you get the second expression
2. Equation
Since e_t is independent of omega_t-1 it follows that also (e_t)^2 is.
That means E[e_t^2 | omega_t-1] = E[e_t^2] = sigma^2
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