Question: Suppose that Y is discrete-valued, taking values only on the non-negative integers, and the conditional distribution of Y given X x is Poisson: P
Suppose that Y is discrete-valued, taking values only on the non-negative integers, and the conditional distribution of Y given X Æ x is Poisson:
P
£
Y Æ j j X Æ x
¤
Æ
exp
¡
¡x0¯
¢ ¡
x0¯
¢j j !
, j Æ 0, 1, 2, ...
Compute E[Y j X] and var[Y j X] . Does this justify a linear regression model of the formY Æ X0¯Åe?
Hint: If P
£
Y Æ j
¤
Æ
exp(¡¸)¸j j !
then E[Y ] Æ ¸ and var[Y ] Æ ¸.
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