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Constructing a Probability
Distribution
Prepared by: Teddy B. Catimbang
Lesson Objectives:
Illustrate a probability distribution for a discrete
random variables and its properties.
Compute probabilities corresponding to a given
random variable.
Construct the probability mass function of a
discrete random variable and its corresponding
histogram.
Probability Distribution
A discrete probability distribution or a
probability mass function consists of the
values a random variable can assume and
corresponding probabilities of the values.
Example:
Suppose three coins are tossed. Let Y be
the random variable representing the
number of tails that occur. Find the
probability of each of the values of the
random variable Y.
Possible Outcomes
Values of the Random Variable
Y (Number of tails)
TTT 3
TTH 2
THT 2
HTT 2
HHT 1
HTH 1
THH 1
HHH 0
There are four possible values of the random variable Y
representing the number of tails. These are 0, 1, 2, and 3. Assign
probability values P(Y), to each value of the random variable.
• There are 8 possible outcomes and no tail occurs once, so the
probability that we shall assign to the random variable 0 is
1
8
.
• There are 8 possible outcomes and 1 tail occurs three times, so
the probability that we shall assign to the random variable 1 is
3
8
.
• There are 8 possible outcomes and 2 tail occurs three times, so
the probability that we shall assign to the random variable 1 is
3
8
.
• There are 8 possible outcomes and 3 tail occurs once, so the
probability that we shall assign to the random variable 3 is
1
8
.
Properties of Probability Distribution
1. The probability of each value of the random
variable X must be between 0 and 1 or equal
to 0 or 1. In symbol, we write it as 𝟎 ≤
𝑷(𝑿) ≤ 𝟏.
2. The sum of the probabilities of all values of
the random variable X must be equal to 1. In
symbol, we write it as 𝑷 𝑿 = 𝟏.

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Constructing Probability Distribution.pptx

  • 2. Lesson Objectives: Illustrate a probability distribution for a discrete random variables and its properties. Compute probabilities corresponding to a given random variable. Construct the probability mass function of a discrete random variable and its corresponding histogram.
  • 3. Probability Distribution A discrete probability distribution or a probability mass function consists of the values a random variable can assume and corresponding probabilities of the values.
  • 4. Example: Suppose three coins are tossed. Let Y be the random variable representing the number of tails that occur. Find the probability of each of the values of the random variable Y.
  • 5. Possible Outcomes Values of the Random Variable Y (Number of tails) TTT 3 TTH 2 THT 2 HTT 2 HHT 1 HTH 1 THH 1 HHH 0
  • 6. There are four possible values of the random variable Y representing the number of tails. These are 0, 1, 2, and 3. Assign probability values P(Y), to each value of the random variable. • There are 8 possible outcomes and no tail occurs once, so the probability that we shall assign to the random variable 0 is 1 8 . • There are 8 possible outcomes and 1 tail occurs three times, so the probability that we shall assign to the random variable 1 is 3 8 . • There are 8 possible outcomes and 2 tail occurs three times, so the probability that we shall assign to the random variable 1 is 3 8 . • There are 8 possible outcomes and 3 tail occurs once, so the probability that we shall assign to the random variable 3 is 1 8 .
  • 7.
  • 8. Properties of Probability Distribution 1. The probability of each value of the random variable X must be between 0 and 1 or equal to 0 or 1. In symbol, we write it as 𝟎 ≤ 𝑷(𝑿) ≤ 𝟏. 2. The sum of the probabilities of all values of the random variable X must be equal to 1. In symbol, we write it as 𝑷 𝑿 = 𝟏.