I need some help here...

Have 2 r.v.'s , such that the PDF of is known and

Then I need to find

1) Best predictor of given , and of given .

So for this I do:

(the square root confuses me here)

2) Same as 1) but the predictors have to be linear

I don't know how to solve this

Thanks.