Six Sigma Best Practices: A Guide To Business Process Excellence For Diverse Industries

3.7: Probabilistic Data Distribution

3.7 Probabilistic Data Distribution

A great appreciation for probability theory comes from observing the outcome of a real experiment. These experiments are called random experiments. Common characteristics of a random experiment include:

  • The outcome of the experiment cannot be predicted with certainty.

  • Under unchanged conditions, the experiment could be repeated with the outcomes appearing in a haphazard manner. As the experiment-repeating process increases, a certain pattern in the frequency of outcome emerges.

To illustrate random experiments with an associated sample space, consider the following example:

Toss a pair of dice and observe the "up" faces. The total sample space is shown in Table 3.14. Suppose a random variable X is defined as the sum of the "up" faces as events in X that are defined as R X. Then R X = (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12) and the probabilities are (1/36, 2/36, 3/36, 4/36, 5/36, 6/36, 5/36, 4/36, 3/36, 2/36, 1/36), respectively. Assuming the dice are true and are equally likely, there will be 36 outcomes as listed above. The same output is presented in the equivalent events in Table 3.15.

Table 3.14: Possible Outcomes When Tossing a Pair of Fair Dice

(1,1), (1,2), (1,3), (1,4), (1,5), (1,6),

(2,1), (2,2), (2,3), (2,4), (2,5), (2,6),

(3,1), (3,2), (3,3), (3,4), (3,5), (3,6),

(4,1), (4,2), (4,3), (4,4), (4,5), (4,6),

(5,1), (5,2), (5,3), (5,4), (5,5), (5,6),

(6,1), (6,2), (6,3), (6,4), (6,5), (6,6)

Table 3.15: Equivalent Events to Toss a Pair of Dice and...

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