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a random variable X has density function f(x) = cx2 for 0<x<3 and f(x)= 0 others. a. Find constant value o b. Find probabilit

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Answer #1

Given that a random variable X has density function,

f_{X}(x)=\left\{\begin{matrix} cx^{2} &,0<x<3 \\ 0&,otherwise \end{matrix}\right.

Now before we go on to solve the let us know two important properties of a Probability Density Function.

\textbf{\emph{Two Important Properties of a Probability Density Function}}

\bullet\emph{ } f_X(x)\geq 0, \emph{ for all x}

\bullet\emph{ }\int_{-\infty }^{\infty }f_{X}(x)dx=1

Coming back to our problem

(a) Here we need to find the value of the constant c.

Here we will use the second property to find the value of c.

\int_{-\infty }^{\infty }f_{X}(x)dx=1

\Rightarrow \int_{0 }^{3 }f_{X}(x)dx=1

\Rightarrow \int_{0 }^{3 }cx^{2}dx=1

\Rightarrow c\int_{0 }^{3 }x^{2}dx=1\emph{ }[\emph{Since c is a constant}]

\Rightarrow c\begin{bmatrix} \frac{x^{3}}{3} \end{bmatrix}_{0}^{3}=1

\Rightarrow c\begin{bmatrix} \frac{3^{3}}{3}-\frac{0^{3}}{3} \end{bmatrix}=1

\Rightarrow c\begin{bmatrix} 9-0 \end{bmatrix}=1

\Rightarrow 9c=1

\mathbf{\Rightarrow c=\frac{1}{9}}

Hence the probability density function is,

f_{X}(x)=\left\{\begin{matrix} \frac{x^{2}}{9} &,0<x<3 \\ 0&,otherwise \end{matrix}\right.

(b) Here we need to find the probability P(1<X<2),

P(1<X<2)

=\int_{1}^{2}f_{X}(x)dx

=\int_{1}^{2}\frac{x^{2}}{9}dx

=\frac{1}{9}\int_{1}^{2}x^{2}dx

=\frac{1}{9}\begin{bmatrix} \frac{x^{3}}{3} \end{bmatrix}_{1}^{2}

=\frac{1}{9}\begin{bmatrix} \frac{2^{3}}{3}-\frac{1^{3}}{3} \end{bmatrix}

=\frac{1}{9}\begin{bmatrix} \frac{8}{3}-\frac{1}{3} \end{bmatrix}

=\frac{1}{9}*\frac{7}{3}

=\frac{7}{27}

\mathbf{\Rightarrow P(1<X<2)=\frac{7}{27}}

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