Probability — Question 7

PDF ↗

Question 7

A proposed density is f(x)=32(1−x2)f(x)=\frac32(1-x^2) on [0,1][0,1]. Is it valid? If not, repair only the constant.

See the diagram in the original worksheet below.

Original worksheet page 1: question and worked solution for 2-5-007
Show solutionHide solution

Question 7 – Solution

See the diagram in the original worksheet below.

Step 1: Check nonnegativity. For 0≤x≤10\le x\le1, 1−x2≥0,1-x^2\ge0, so f(x)=32(1−x2)≥0.f(x)=\frac32(1-x^2)\ge0.

Step 2: Check the total area. ∫01f(x)dx=32∫01(1−x2)dx=32[x−x33]01=32(1−13)=32(23)=1.\begin{align*} \int_0^1f(x)\,dx &=\frac32\int_0^1(1-x^2)\,dx\\ &=\frac32\left[x-\frac{x^3}{3}\right]_0^1\\ &=\frac32\left(1-\frac13\right) =\frac32\left(\frac23\right)=1. \end{align*}

Step 3: State the conclusion. The function is nonnegative on its support and integrates to 11. Therefore it already satisfies both requirements for a probability density. The proposed density is valid; no repair is needed.\boxed{\text{The proposed density is valid; no repair is needed.}} If the constant had been unknown, normalization would give c(2/3)=1c(2/3)=1, hence c=3/2c=3/2.

Original worksheet page 2: question and worked solution for 2-5-007

Original worksheet layout. Use Enlarge or open the PDF for a closer view.