Question #88410

A continuous random variable X has the p.d.f.
f(x)={ kx³(1-x), 0≤x≤1
{ 0 , otherwise
Calculate the mean and standard deviation of X .

Expert's answer

The probability density function

f(x)={kx3(1−x),0≤x≤10otherwisef(x)=\left\{\begin{matrix} k x^3(1-x), & 0\leq x\leq1 \\ 0 & \rm{otherwise} \end{matrix}\right.

1=∫−∞∞f(x)dx=∫01kx3(1−x)dx=k201=\int_{-\infty}^{\infty}f(x)dx=\int_{0}^{1}k x^3(1-x)dx=\frac{k}{20}

So

k=20k=20

f(x)={20x3(1−x),0≤x≤10otherwisef(x)=\left\{\begin{matrix} 20 x^3(1-x), & 0\leq x\leq 1 \\ 0 & \rm{otherwise} \end{matrix}\right.

The mean value

μ=x‾=∫−∞∞xf(x)dx=∫0120x4(1−x)dx=23\mu=\overline{x}=\int_{-\infty}^{\infty}xf(x)dx=\int_{0}^{1}20 x^4(1-x)dx=\frac{2}{3}

Since

x2‾=∫−∞∞x2f(x)dx=∫0120x5(1−x)dx=1021\overline{x^2}=\int_{-\infty}^{\infty}x^2f(x)dx=\int_{0}^{1}20 x^5(1-x)dx=\frac{10}{21}

we obtain that standard deviation

σ=x2‾−(x‾)2=1021−(23)2=1327=0.178\sigma=\sqrt{\overline{x^2}-(\overline{x})^2}=\sqrt{\frac{10}{21}-\left(\frac{2}{3}\right)^2}=\frac{1}{3}\sqrt{\frac{2}{7}}=0.178


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