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The solutions to the final exam of ece 313 - electric circuits, which was offered in the fall 2007 semester. The solutions cover various topics such as independence, correlation, variance, mean, and conditional probability.
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SOLUTIONS TO Final — ECE 313 – FALL 2007
(iii) cov(X, Y ) = E[XY ] = E[X E[Y |X]]^ = E[X sgn(X)]^ = E[|X|]^ = 2 ∫^0 ∞√^12 π e−x^2 /^2 x dx =
π
(iv) XˆLM M SE = cov(var(X,YY )^ )Y =
π Y^ and^ M SE^ = var(X)^ −^ cov(var(X,YY )^ )= 1^ −^2 π (v) fX|Y (x|1) = 2fX (x) for x > 0 and 0 otherwise. Similarly, fX|Y (x| − 1) = 2fX (x) for x < 0 and 0 otherwise.
1
(vi) XˆM M SE = E[X|Y ] =
π Y
(^2) +(y 2 − 2 x) 2 2
(ii)
fY 1 ,Y 2 (y 1 , y 2 ) = fY 1 ,Y 2 |X (y 1 , y 2 | − 1)P (X = −1) + fY 1 ,Y 2 |X (y 1 , y 2 |1)P (X = 1) = (^41) π
e−^ (y^1 +1)
(^2) +(y 2 +2) 2 (^2) + e−^ (y^1 −1) (^2) +(y 2 −2) 2 2
(iii)
b 1 Y 1 + b 2 Y 2 |X = 1 ∼ N (b 1 + 2b 2 , b^21 + b^22 ) b 1 Y 1 + b 2 Y 2 |X = − 1 ∼ N (−b 1 − 2 b 2 , b^21 + b^22 )
(iv)
Pe =^12 P (N (−b 1 − 2 b 2 , b^21 + b^22 ) > 0 )^ +^12 P (N (b 1 + 2b 2 , b^21 + b^22 ) < 0 ) = Q( √b^1 b^ + 2 2 b^2 1 +^ b^22
(v) To minimize Pe, we want to find (b 1 , b 2 ) to maximize (b^1 b+2 (^21) +bb^222 )^2. The optimal (b 1 , b 2 ) = (1, 2).