Date | May 2012 | Marks available | 4 | Reference code | 12M.2.hl.TZ0.5 |
Level | HL only | Paper | 2 | Time zone | TZ0 |
Command term | Show that | Question number | 5 | Adapted from | N/A |
Question
The continuous random variable X takes values only in the interval [a, b] and F denotes its cumulative distribution function. Using integration by parts, show that:E(X)=b−∫baF(x)dx.
The continuous random variable Y has probability density function f given by:f(y)=cosy,0⩽
(i) Obtain an expression for the cumulative distribution function of Y , valid for 0 \le y \le \frac{\pi }{2} . Use the result in (a) to determine E(Y) .
(ii) The random variable U is defined by U = {Y^n} , where n \in {\mathbb{Z}^ + } . Obtain an expression for the cumulative distribution function of U valid for 0 \le u \le {\left( {\frac{\pi }{2}} \right)^n} .
(iii) The medians of U and Y are denoted respectively by {m_u} and {m_y} . Show that {m_u} = m_y^n .
Markscheme
E(X) = \int_a^b {xf(x){\rm{d}}x} M1
= \left[ {xF(x)} \right]_a^b - \int_a^b {F(x){\rm{d}}x} A1
= bF(b) - aF(a) - \int_a^b {F(x){\rm{d}}x} A1
= b - \int_a^b {F(x){\rm{d}}x} because F(a) = 0 and F(b) = 1 A1
[4 marks]
(i) let G denote the cumulative distribution function of Y
G(y) = \int_0^y {\cos t{\rm{d}}t} M1
= \left[ {\sin t} \right]_0^y (A1)
= \sin y A1
E(Y) = \frac{\pi }{2} - \int_0^{\frac{\pi }{2}} {\sin y{\rm{d}}y} M1
= \frac{\pi }{2} + \left[ {\cos y} \right]_0^{\frac{\pi }{2}} A1
= \frac{\pi }{2} - 1 A1
(ii) CDF of U = P(U \le u) M1
= P({Y^n} \le u) A1
= P({Y^{}} \le {u^{\frac{1}{n}}}) A1
= G({u^{\frac{1}{n}}}) (A1)
= \sin \left( {{u^{\frac{1}{n}}}} \right) A1
(iii) {m_y} satisfies the equation \sin {m_y} = \frac{1}{2} A1
{m_u} satisfies the equation \sin \left( {m_u^{\frac{1}{n}}} \right) = \frac{1}{2} A1
therefore {m_y} = m_u^{\frac{1}{n}} A1
{m_u} = m_y^n AG
[14 marks]
Examiners report
Solutions to (a) were often unconvincing. Candidates were expected to include in their solution the fact that F(a) = 0 and F(b) = 1 .
In (b) (i), it was not enough to state that G(y) = \int {\cos y{\rm{d}}y = \sin y} although that, fortuitously, gave the correct answer on this occasion. The correct approach was either to state that G(y) = \int_0^y {\cos t{\rm{d}}t} = \sin y or that G(y) = \int {\cos y{\rm{d}}y} = \sin x + C and then show that C = 0 because F(0) = 0 or F\left( {\frac{\pi }{2}} \right) = 1 . Solutions to (b) (ii) and (iii) were often disappointing, giving the impression that many of the candidates were not familiar with dealing with cumulative distribution functions.