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The distance X travelled by a bus on a full tank of diesel has a probability density function given by f(x) = { kx 0 ≤ x ≤ 1, k 1 < x ≤ 3, 0 otherwise, where k is a constant. (i) Find the value of k. (ii) Show that the median m of x is 1.75. Hence find P(|X - m| < 1/2).

Mathematics

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2 parts
a

25\frac{2}{5}

b
Shown:

the median mm of xx is 1.75. Hence find P(∣X−m∣<12)P(|X-m|<\frac{1}{2})

Step-by-step solution

7 steps

Here's the solution to your problem.

Part a· 3 steps

Find the value of kk.

  1. Use the property that the total probability is 1.

    For a probability density function, the integral of f(x)f(x) over its entire domain must equal 1.

    ∫−∞∞f(x) dx=1\int_{-\infty}^{\infty} f(x) \,dx = 1

    Given the function:

    f(x)={kx0≤x≤1k1<x≤30otherwisef(x)=\begin{cases} kx & 0 \le x \le 1 \\ k & 1 < x \le 3 \\ 0 & \text{otherwise} \end{cases}

    We integrate f(x)f(x) over its defined intervals:

    ∫01kx dx+∫13k dx=1\int_{0}^{1} kx \,dx + \int_{1}^{3} k \,dx = 1
  2. Evaluate the integrals.

    First integral:

    ∫01kx dx=k[x22]01=k(122−022)=k(12)=k2\int_{0}^{1} kx \,dx = k \left[ \frac{x^2}{2} \right]_{0}^{1} = k \left( \frac{1^2}{2} - \frac{0^2}{2} \right) = k \left( \frac{1}{2} \right) = \frac{k}{2}

    Second integral:

    ∫13k dx=k[x]13=k(3−1)=2k\int_{1}^{3} k \,dx = k \left[ x \right]_{1}^{3} = k (3 - 1) = 2k
  3. Sum the integrals and solve for kk.

    k2+2k=1\frac{k}{2} + 2k = 1 k2+4k2=1\frac{k}{2} + \frac{4k}{2} = 1 5k2=1\frac{5k}{2} = 1 5k=25k = 2 k=25k = \frac{2}{5}

    The value of kk is 25\boxed{\frac{2}{5}}.

Part b

the median mm of xx is 1.75. Hence find P(∣X−m∣<12)P(|X-m|<\frac{1}{2})

Show that the median mm of xx is 1.75. Hence find P(∣X−m∣<12)P(|X-m|<\frac{1}{2}).

  1. Determine the median mm.

    The median mm is the value such that P(X≤m)=0.5P(X \le m) = 0.5.
    Using k=25k = \frac{2}{5}, the probability density function is:

    f(x)={25x0≤x≤1251<x≤30otherwisef(x)=\begin{cases} \frac{2}{5}x & 0 \le x \le 1 \\ \frac{2}{5} & 1 < x \le 3 \\ 0 & \text{otherwise} \end{cases}

    First, check the probability up to x=1x=1:

    P(X≤1)=∫0125x dx=25[x22]01=25(12)=15=0.2P(X \le 1) = \int_{0}^{1} \frac{2}{5}x \,dx = \frac{2}{5} \left[ \frac{x^2}{2} \right]_{0}^{1} = \frac{2}{5} \left( \frac{1}{2} \right) = \frac{1}{5} = 0.2

    Since P(X≤1)=0.2<0.5P(X \le 1) = 0.2 < 0.5, the median mm must be in the interval 1<x≤31 < x \le 3.
    So, we set up the integral for P(X≤m)=0.5P(X \le m) = 0.5:

    P(X≤m)=∫0125x dx+∫1m25 dx=0.5P(X \le m) = \int_{0}^{1} \frac{2}{5}x \,dx + \int_{1}^{m} \frac{2}{5} \,dx = 0.5 0.2+∫1m25 dx=0.50.2 + \int_{1}^{m} \frac{2}{5} \,dx = 0.5 ∫1m25 dx=0.3\int_{1}^{m} \frac{2}{5} \,dx = 0.3
  2. Solve for mm.

    25[x]1m=0.3\frac{2}{5} \left[ x \right]_{1}^{m} = 0.3 25(m−1)=0.3\frac{2}{5} (m - 1) = 0.3 m−1=0.3×52m - 1 = 0.3 \times \frac{5}{2} m−1=310×52m - 1 = \frac{3}{10} \times \frac{5}{2} m−1=1520m - 1 = \frac{15}{20} m−1=34m - 1 = \frac{3}{4} m−1=0.75m - 1 = 0.75 m=1+0.75m = 1 + 0.75 m=1.75m = 1.75

    Thus, the median mm is indeed 1.75\boxed{1.75}.

  3. Calculate P(∣X−m∣<12)P(|X-m|<\frac{1}{2}).

    The inequality ∣X−m∣<12|X-m|<\frac{1}{2} can be rewritten as:

    −12<X−m<12-\frac{1}{2} < X - m < \frac{1}{2} m−12<X<m+12m - \frac{1}{2} < X < m + \frac{1}{2}

    Substitute m=1.75m = 1.75:

    1.75−0.5<X<1.75+0.51.75 - 0.5 < X < 1.75 + 0.5 1.25<X<2.251.25 < X < 2.25

    Both 1.25 and 2.25 fall within the interval 1<x≤31 < x \le 3, where f(x)=25f(x) = \frac{2}{5}.

  4. Evaluate the probability integral.

    P(1.25<X<2.25)=∫1.252.2525 dxP(1.25 < X < 2.25) = \int_{1.25}^{2.25} \frac{2}{5} \,dx P(1.25<X<2.25)=25[x]1.252.25P(1.25 < X < 2.25) = \frac{2}{5} \left[ x \right]_{1.25}^{2.25} P(1.25<X<2.25)=25(2.25−1.25)P(1.25 < X < 2.25) = \frac{2}{5} (2.25 - 1.25) P(1.25<X<2.25)=25(1)P(1.25 < X < 2.25) = \frac{2}{5} (1) P(1.25<X<2.25)=25P(1.25 < X < 2.25) = \frac{2}{5}

    The probability is 25\boxed{\frac{2}{5}}.

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