Median & Mode of a CRV (DP IB Analysis & Approaches (AA)): Revision Note

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Median & Mode of a CRV

What is meant by the median of a continuous random variable?

  • The median, m, of a continuous random variable, X, with probability density function f(x) is defined as the value of X such that

space straight P stretchy left parenthesis X less than m stretchy right parenthesis equals straight P stretchy left parenthesis X greater than m stretchy right parenthesis equals 0.5

  • Since P(X = m) = 0 this can also be written as space straight P stretchy left parenthesis X less or equal than m stretchy right parenthesis equals straight P stretchy left parenthesis X greater or equal than m stretchy right parenthesis equals 0.5

  • If the p.d.f. is symmetrical (i.e. if the graph of y = f(x) is symmetrical) then the median will be equal to the x-coordinate of the line of symmetry

    • In such cases the graph of y = f(x) has an axis of symmetry in the line x = m

How do I find the median of a continuous random variable?

  • The median, m, of a continuous random variable, X, with probability density function f(x) is defined as the value of X such that

or

  • The equation that should be used will depend on the information in the question

    • If the graph of y = f(x) is symmetrical, symmetry may be used to deduce the median

    • This may often be the case if f(x) is linear and the area under the graph is a basic shape such as a rectangle

How do I find the median of a continuous random variable with a piecewise p.d.f.?

  • For piecewise functions, the location of the median will determine which equation to use in order to find it

    • For example

      • if space f stretchy left parenthesis x stretchy right parenthesis equals stretchy left curly bracket table row cell 1 fifth x end cell cell 0 less or equal than x less or equal than 2 end cell row cell 2 over 15 open parentheses 5 minus x close parentheses end cell cell 2 less or equal than x less or equal than 5 end cell row 0 otherwise end table

      • then integral subscript 0 superscript 2 1 fifth x space straight d x equals 0.4 so the median must lie in the interval 2 ≤ ≤ 5

      • so to find the median, m, solve space integral subscript 2 superscript m 2 over 15 left parenthesis 5 minus x right parenthesis space straight d x equals 0.1
        ('0.4 of the area' already used for 0 ≤ x ≤ 2)

      • Use a GDC to plot the function and evalutae integral(s)

What is meant by the mode of a continuous random variable?

  • The mode of a continuous random variable, X, with probability density function f(x) is the value of x that produces the greatest value of f(x)

How do I find the mode of a continuous random variable?

  • This will depend on the type of function f(x); the easiest way to find the mode is by considering the shape of the graph of y = f(x)

  • If the graph is a curve with a maximum point, the mode can be found by differentiating and solving f’(x) = 0

    • If there is more than one solution to f’(x) = 0 then further work may be needed in deducing the mode

      • There could be more than one mode

      • Look for valid values of x from the domain of the p.d.f.

      • Use the second derivative (f’’(x)) to deduce the nature of each stationary point

      • Check the values of f(x) at the lower and upper limits of x, one of these could be the maximum value f(x) reaches

Worked Example

The continuous random variable X has probability function f(x) defined as

size 16px space size 16px f begin mathsize 16px style stretchy left parenthesis x stretchy right parenthesis end style size 16px equals size 16px 1 over size 16px 64 begin mathsize 16px style stretchy left parenthesis 16 x minus x cubed stretchy right parenthesis end style  size 16px space size 16px 0 size 16px less or equal than size 16px x size 16px less or equal than size 16px 4

a) Find the median of X, giving your answer to three significant figures.

4-7-1-ib-hl-aa-only-we2a-soltn

b) Find the exact value of the mode of X.

4-7-1-ib-hl-aa-only-we2b-soltn

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Paul has taught mathematics for 20 years and has been an examiner for Edexcel for over a decade. GCSE, A level, pure, mechanics, statistics, discrete – if it’s in a Maths exam, Paul will know about it. Paul is a passionate fan of clear and colourful notes with fascinating diagrams.