We read your photo as:

SECTION B (40 MARKS) QUESTION FIVE In a competition to grow the tallest hollyhock, the heights recorded by 50 primary school children were as follows. Height were measured to the nearest centimetre.

Mathematics

ScanSolve AI Answer

Step-by-step solution

5 steps

Here's the solution for question b):

b) The probability density function for a continuous random variable XX is given by:

f(x)={a+bx2,0<x<10,elsewheref(x) = \begin{cases} a+bx^2, & 0 < x < 1 \\ 0, & \text{elsewhere} \end{cases}

If E(X)=35E(X) = \frac{3}{5}. Find:

i) The values of aa and bb.

ii) The variance of XX.

Part i) Determine the values of aa and bb.

  1. Use the property that the total probability for a PDF must be 1.

    ∫−∞∞f(x) dx=1\int_{-\infty}^{\infty} f(x)\,dx = 1 ∫01(a+bx2) dx=1\int_{0}^{1} (a+bx^2)\,dx = 1 [ax+bx33]01=1\left[ ax + \frac{bx^3}{3} \right]_{0}^{1} = 1 (a(1)+b(1)33)−(a(0)+b(0)33)=1\left( a(1) + \frac{b(1)^3}{3} \right) - \left( a(0) + \frac{b(0)^3}{3} \right) = 1 a+b3=1(Equation 1)a + \frac{b}{3} = 1 \quad \text{(Equation 1)}
  2. Use the given expected value E(X)=35E(X) = \frac{3}{5}.

    E(X)=∫−∞∞xf(x) dx=35E(X) = \int_{-\infty}^{\infty} x f(x)\,dx = \frac{3}{5} ∫01x(a+bx2) dx=35\int_{0}^{1} x(a+bx^2)\,dx = \frac{3}{5} ∫01(ax+bx3) dx=35\int_{0}^{1} (ax+bx^3)\,dx = \frac{3}{5} [ax22+bx44]01=35\left[ \frac{ax^2}{2} + \frac{bx^4}{4} \right]_{0}^{1} = \frac{3}{5} (a(1)22+b(1)44)−(a(0)22+b(0)44)=35\left( \frac{a(1)^2}{2} + \frac{b(1)^4}{4} \right) - \left( \frac{a(0)^2}{2} + \frac{b(0)^4}{4} \right) = \frac{3}{5} a2+b4=35(Equation 2)\frac{a}{2} + \frac{b}{4} = \frac{3}{5} \quad \text{(Equation 2)}
  3. Solve the system of linear equations for aa and bb.

    From Equation 1, a=1−b3a = 1 - \frac{b}{3}. Substitute this into Equation 2:

    12(1−b3)+b4=35\frac{1}{2}\left( 1 - \frac{b}{3} \right) + \frac{b}{4} = \frac{3}{5} 12−b6+b4=35\frac{1}{2} - \frac{b}{6} + \frac{b}{4} = \frac{3}{5}

    To combine the terms with bb, find a common denominator (12):

    12+−2b+3b12=35\frac{1}{2} + \frac{-2b+3b}{12} = \frac{3}{5} 12+b12=35\frac{1}{2} + \frac{b}{12} = \frac{3}{5} b12=35−12\frac{b}{12} = \frac{3}{5} - \frac{1}{2}

    To subtract the fractions on the right, find a common denominator (10):

    b12=610−510\frac{b}{12} = \frac{6}{10} - \frac{5}{10} b12=110\frac{b}{12} = \frac{1}{10} b=1210=65b = \frac{12}{10} = \frac{6}{5}

    Now substitute b=65b = \frac{6}{5} back into a=1−b3a = 1 - \frac{b}{3}:

    a=1−6/53a = 1 - \frac{6/5}{3} a=1−615a = 1 - \frac{6}{15} a=1−25a = 1 - \frac{2}{5} a=35a = \frac{3}{5}

    The values are a=35,b=65\boxed{a = \frac{3}{5}, b = \frac{6}{5}}.

    Part ii) Determine the variance of XX.

  4. Calculate E(X2)E(X^2).

    The variance is given by Var(X)=E(X2)−[E(X)]2Var(X) = E(X^2) - [E(X)]^2. We know E(X)=35E(X) = \frac{3}{5}.

    E(X2)=∫−∞∞x2f(x) dxE(X^2) = \int_{-\infty}^{\infty} x^2 f(x)\,dx E(X2)=∫01x2(35+65x2) dxE(X^2) = \int_{0}^{1} x^2 \left( \frac{3}{5} + \frac{6}{5}x^2 \right)\,dx E(X2)=∫01(35x2+65x4) dxE(X^2) = \int_{0}^{1} \left( \frac{3}{5}x^2 + \frac{6}{5}x^4 \right)\,dx E(X2)=[35x33+65x55]01E(X^2) = \left[ \frac{3}{5}\frac{x^3}{3} + \frac{6}{5}\frac{x^5}{5} \right]_{0}^{1} E(X2)=[x35+6x525]01E(X^2) = \left[ \frac{x^3}{5} + \frac{6x^5}{25} \right]_{0}^{1} E(X2)=(135+6(1)525)−(035+6(0)525)E(X^2) = \left( \frac{1^3}{5} + \frac{6(1)^5}{25} \right) - \left( \frac{0^3}{5} + \frac{6(0)^5}{25} \right) E(X2)=15+625E(X^2) = \frac{1}{5} + \frac{6}{25}

    To combine the fractions, find a common denominator (25):

    E(X2)=525+625=1125E(X^2) = \frac{5}{25} + \frac{6}{25} = \frac{11}{25}
  5. Calculate the variance Var(X)Var(X).

    Var(X)=E(X2)−[E(X)]2Var(X) = E(X^2) - [E(X)]^2 Var(X)=1125−(35)2Var(X) = \frac{11}{25} - \left(\frac{3}{5}\right)^2 Var(X)=1125−925Var(X) = \frac{11}{25} - \frac{9}{25} Var(X)=225Var(X) = \frac{2}{25}

    The variance of XX is 225\boxed{\frac{2}{25}}.

Was this helpful?

Still stuck on this one?

Ask a follow-up, and the answer starts from this question.

Got a different question?Ask your own question