Probability Question: Find $A$ and $B$ Given Expected Value and Density Function

Probability Question: Find $A$ and $B$ Given Expected Value and Density Function
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The density function of $X$ is given by \begin{align*} f(x) =\begin{cases} a+bx^2, & \text{if}\,\,0\leq x\leq 1\\ 0, & \text{otherwise} \end{cases} \end{align*} Once $\textbf{E}(X) = 4.25$, find $a$ and $b$

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2 Answers

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To be a density function, not only the integral of $f$ over $[0,1]$ must equal $1$ -- that is, as pointed out above the case if $a=1-b/3$ -- but also $f$ must not negative in $[0,1]$.

Now a usual computation gives that $f(x)=bx^2+1-b/3$ is non-negative iff $b$ lies between $-3/2$ and $3$.

As the expected value of $X$ is $a/2+b/4=b/12+1/2$ its maximal value is obtained at $b=3$ which gives a maximum expected value of $3/4$. Hence $E(x)=4.25$ is impossible.

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Using legitimacy,

$$\int\limits_{0}^{1} f(x) dx = 1$$

$$\int\limits_{0}^{1} (a + b x^{2}) dx = 1$$

$$ \bigg[ax + \frac{bx^{3}}{3}\bigg]_{0}^{1} = 1$$

$$ a + \frac{b}{3} = 1$$

$$ 3a + b = 3$$

Using expectation,

$$\int\limits_{0}^{1} x f(x) dx = 4.25$$

$$\int\limits_{0}^{1} (ax + b x^{3}) dx = 4.25$$

$$ \bigg[\frac{ax^{2}}{2} + \frac{bx^{4}}{4}\bigg]_{0}^{1} = 4.25$$

$$ \frac{a}{2} + \frac{b}{4} = 4.25$$

$$ 2a + b = 4 \times 4.25$$

$$ 2a + b = 17 $$

Can you take it from here?

EDIT: Turns out that after solving the equations for $a$ and $b$, $f$ takes negative values on $[0, 1]$, which makes it a wrong density function. Pointed out by @Michael Hoppe

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Elena Rostova

Elena Rostova holds a Master's degree in Public Health Journalism. She covers groundbreaking medical research, holistic wellness trends, mental health awareness, and nutritional science.