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href="#fb3_img_img_ee3eef92-b815-5604-a09b-9437885d7078.png" alt="omega prime equals y element-of normal upper Omega prime"/>. Trivially, script upper Y is left-parenthesis normal upper Omega prime comma script upper A prime comma upper P right-parenthesis‐measurable, and

normal upper E left-parenthesis script upper Y right-parenthesis equals integral Underscript normal upper Omega Superscript prime Baseline Endscripts script upper Y left-parenthesis omega Superscript prime Baseline right-parenthesis d upper P equals StartFraction 41 Over 36 EndFraction comma

      or slightly more than 1 euro.

      The random variables f left-parenthesis script upper X right-parenthesis and script upper Y are two equivalent ways of mathematically representing the wager. In [MTRV], f left-parenthesis script upper X right-parenthesis is described as a contingent form of the random variable, while script upper Y is an elementary form.

      Measurability ensures that the two forms are related. To illustrate, consider upper A prime equals StartSet 5 comma negative 11 EndSet, a subset in the range of the random variable script upper Y (or f left-parenthesis script upper X right-parenthesis. Then

f Superscript negative 1 Baseline left-parenthesis upper A prime right-parenthesis equals StartSet left-parenthesis 5 comma 5 right-parenthesis comma left-parenthesis 5 comma 6 right-parenthesis comma left-parenthesis 6 comma 5 right-parenthesis EndSet

      which is a subset upper A element-of script upper A of the sample space normal upper Omega. Both upper A and upper A prime are measurable sets (trivially), and f is a measurable function, with

StartLayout 1st Row 1st Column upper P left-parenthesis upper A prime right-parenthesis 2nd Column equals 3rd Column one thirty-sixth plus two thirty-sixths comma 2nd Row 1st Column upper P left-parenthesis f Superscript negative 1 Baseline left-parenthesis upper A prime right-parenthesis right-parenthesis 2nd Column equals 3rd Column one thirty-sixth plus one thirty-sixth plus one thirty-sixth comma 3rd Row 1st Column upper P left-parenthesis upper A prime right-parenthesis 2nd Column equals 3rd Column upper P left-parenthesis f Superscript negative 1 Baseline left-parenthesis upper A Superscript prime Baseline right-parenthesis right-parenthesis equals upper P left-parenthesis upper A right-parenthesis period EndLayout

      This kind of relationship is generally valid for contingent and elementary forms of random variables.

      Elementary statistical calculation is often learned by performing exercises such as the following.

      Example 4

      

Weights (kg) Proportion of sample
0 – 20 0.2
20 – 40 0.3
40 – 60 0.2
60 – 80 0.2
80 – 100 0.1
upper I upper F left-parenthesis upper I right-parenthesis x f left-parenthesis x right-parenthesis x upper F left-parenthesis upper I right-parenthesis f left-parenthesis x right-parenthesis upper F left-parenthesis upper I right-parenthesis
0 – 20 0.2 10 100 2 20
20 – 40 0.3 30 900 9 270
40 – 60 0.2 50 2500 10 500
60 – 80 0.2 70 4900 14 980
80 – 100 0.1 90 8100 9 810