How to find the expectation of this random variable
Assume $\theta \sim U[0,1]$.
Fix $x\in \mathbb{R}$ and consider the following random variable:
$ g_{x}\left(\theta\right)=\begin{cases} 2-|x| & |x|\leq\theta\\ 0 & \text{else} \end{cases} $
How can I calculate the expectation of $ \mathbb{E}\left[g_{x}\left(\theta\right)\right] $?
Im not sure how to start. The answer should be
$$ \begin{cases} 1.5-2|x|+0.5x^{2} & |x|\leq1\\ 0 & \text{else} \end{cases} $$
And I'm not sure how or why.
Thanks in advance, any help would be appreciated.
Solution 1:
Remember what is random and what is fixed.
So for any $x,g_x(\theta)$ only takes two values: $0\text{ and }2-|x|$
Let $c_x= 2-|x|$
The probability calcs are simple:
$$P(g_x=c_x) = P(\theta \geq |x|)=\max(0,1-|x|):=p_x$$ $$\text{ and } P(g_x=0)=1-p_x$$
Therefore,
$$E[g_x] = p_xc_x + (1-p_x)(0)=p_xc_x$$
We can split into two cases:
Case 1: $|x| \leq 1$: $$p_x= 1-|x| \implies E[g_x]=(2-|x|)(1-|x|)$$
Case 2: $|x|>1$:
$$p_x = 0 \implies ???$$
Can you take it from here -- I also don't think the given answer is correct.
Solution 2:
If $x>0$ the expectation is
$$(2-x)\int_x^1 d\theta =2-3x+x^2$$
If $x<0$ the expectation is
$$(2+x)\int_{-x}^1 d\theta =2+3x+x^2$$
Thus the correct expectation is
$$ \mathbb{E}\left[g_{x}\left(\theta\right)\right]= \begin{cases} 2-3|x|+x^{2} & |x|\leq1\\ 0 & \text{else} \end{cases} $$