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CIE A Level Maths: Probability & Statistics 2

Revision Notes

Home / A Level / Maths: Probability & Statistics 2 / CIE / Revision Notes / 2. Statistical Distributions / 2.3 Continuous Random Variables / 2.3.3 Continuous Uniform Distribution


2.3.3 Continuous Uniform Distribution


Continuous Uniform Distribution

What is meant by the continuous uniform distribution?

  • This is a special case of a probability density function for a continuous random variable
    • The normal distribution is another special case covered in S1
  • The uniform, or rectangular, distribution is a p.d.f. that is constant and non-zero over a range of values but zero everywhere else

2-3-3-cie-fig1-unif-dist

  • Since the area under the graph has to total 1, the height of the uniform distribution would be

fraction numerator 1 over denominator b minus a end fraction

  • Therefore the probability density function is given by

    straight f left parenthesis x right parenthesis equals open curly brackets table row cell fraction numerator 1 over denominator b minus a end fraction end cell cell a less or equal than x less or equal than b end cell row cell space space space space 0 end cell otherwise end table close

How do I find probabilities for a continuous uniform distribution?

  • Sketch the graph of y= f(x) 
  • Probabilities are the area under the graph, all such areas will now be rectangles
    • Finding the area of a rectangle is likely to be easier than integration!
  • The symmetrical properties of rectangles may also be used to find probabilities

How do I find the mean, median, mode and variance of a continuous uniform distribution?

  • The mean, or expected value, is given by

   Error converting from MathML to accessible text.

  • This is the (vertical) axis of symmetry of the rectangle
  • Should the above be forgotten, begin mathsize 16px style E left parenthesis X right parenthesis equals integral subscript a superscript b x straight f left parenthesis x right parenthesis space straight d x end style can still be applied
    • You be may asked to use this to prove the result
  • The median can also be found by symmetry and will be equal to the mean
  • There is no mode as f(x) is equal - and so at its greatest - for all values of x
  • The variance is given by

   begin mathsize 16px style bold Var bold left parenthesis bold italic X bold right parenthesis bold equals bold 1 over bold 12 begin bold style stretchy left parenthesis b minus a stretchy right parenthesis end style to the power of bold 2 end style

  • Should the above be forgotten, begin mathsize 16px style Var left parenthesis X right parenthesis equals integral subscript negative infinity end subscript superscript infinity x squared straight f left parenthesis x right parenthesis space straight d x minus open square brackets E open parentheses X close parentheses close square brackets squared end style or begin mathsize 16px style V a r left parenthesis X right parenthesis equals E left parenthesis X squared right parenthesis minus open square brackets E open parentheses X close parentheses close square brackets squared end style can still be applied
    • You may be asked to use this to prove the result
    • The standard deviation is the square root of the variance

Worked Example

A continuous random variable, X , is modelled by the uniform distribution such that
 straight f left parenthesis x right parenthesis equals 0.4 for a less or equal than x less or equal than 4 and straight f left parenthesis x right parenthesis space equals 0  otherwise.
 a is a constant.

(a)
Show that the value of a is 1.5 .

 

(b)
Find
(i)
straight P left parenthesis 2.5 less or equal than X less or equal than 3 right parenthesis
(ii)
E left parenthesis X right parenthesis
 
(c)
Find the standard deviation of X, giving your answer in the form a square root of 3, where a is a rational number.
(a)
Show that the value of a is 1.5 .

2-3-3-cie-fig2-we-solution_a

(b)
Find
(i)
straight P left parenthesis 2.5 less or equal than X less or equal than 3 right parenthesis
(ii)
E left parenthesis X right parenthesis
 2-3-3-cie-fig2-we-solution_b
(c)
Find the standard deviation of X, giving your answer in the form a square root of 3, where a is a rational number.
2-3-3-cie-fig2-we-solution_c

Exam Tip

  • A sketch of the graph of a uniform distribution is quick and will highlight the symmetry in a uniform distribution
  • Use areas of rectangles to find probabilities rather than integrating


  • 1. Statistical Sampling
    • 1.1 Sampling & Data Collection
      • 1.1.1 Sampling & Data Collection
      • 1.2 Sampling & Estimation
        • 1.2.1 Unbiased Estimates
          • 1.2.2 Distribution of Sample Means
            • 1.2.3 Confidence Intervals
          • 2. Statistical Distributions
            • 2.1 Poisson Distribution
              • 2.1.1 The Poisson Distribution
              • 2.2 Linear Combinations of Random Variables
                • 2.2.1 Linear Combinations of Random Variables
                • 2.3 Continuous Random Variables
                  • 2.3.1 Probability Density Function
                    • 2.3.2 E(X) & Var(X) (Continuous)
                      • 2.3.3 Continuous Uniform Distribution
                      • 2.4 Working with Distributions
                        • 2.4.1 Choosing Distributions
                          • 2.4.2 Approximations of Distributions
                        • 3. Hypothesis Testing
                          • 3.1 Hypothesis Testing
                            • 3.1.1 Hypothesis Testing
                              • 3.1.2 Type I & Type II Errors
                              • 3.2 Hypothesis Testing (Discrete Distribution)
                                • 3.2.1 Binomial Hypothesis Testing
                                  • 3.2.2 Poisson Hypothesis Testing
                                  • 3.3 Hypothesis Testing (Normal Distribution)
                                    • 3.3.1 Normal Hypothesis Testing


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                                  Author: Paul

                                  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 – one of the many reasons he is excited to be a member of the SME team.


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