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Defining Probabilities: Random Variables

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Title: Defining Probabilities: Random Variables


1
Defining Probabilities Random Variables
  • Examples
  • Out of 100 heart catheterization procedures
    performed at a local hospital each year, the
    probability that more than five of them will
    result in complications is
  • __________
  • Drywall anchors are sold in packs of 50 at the
    local hardware store. The probability that no
    more than 3 will be defective is
  • __________
  • In general, ___________

2
Discrete Random Variables
  • Example
  • Look back at problem 2.53, page 55. Assume
    someone spends 75 to buy 3 envelopes. The sample
    space describing the presence of 10 bills (T) vs
    bills that are not 10 (N) is
  • _____________________________
  • The random variable associated with this
    situation, X, reflects the outcome of the choice
    and can take on the values
  • _____________________________

3
Discrete Probability Distributions
  • The probability that there are no 10 in the
    group is
  • P(X 0) ___________________
  • The probability distribution associated with
    the number of 10 bills is given by

x 0 1 2 3
P(X x)
4
Another Example
  • Example 3.8, pg 80
  • P(X 0)
  • _____________________

5
Discrete Probability Distributions
  • The discrete probability distribution function
    (pdf)
  • f(x) P(X x) 0
  • Sx f(x) 1
  • The cumulative distribution, F(x)
  • F(x) P(X x) St x f(t)

6
Probability Distributions
  • From our example, the probability that no more
    than 2 of the envelopes contain 10 bills is
  • P(X 2) F(2) _________________
  • The probability that no fewer than 2 envelopes
    contain 10 bills is
  • P(X 2) 1 - P(X 1) 1 - F(1)
    ________________

7
Another View
  • The probability histogram

8
Your Turn
  • The output from of the same type of circuit board
    from two assembly lines is mixed into one storage
    tray. In a tray of 10 circuit boards, 6 are from
    line A and 4 from line B. If the inspector
    chooses 2 boards from the tray, show the
    probability distribution function associated with
    the selected boards being from line A.

x P(x)
0 1 2
9
Continuous Probability Distributions
  • Examples
  • The probability that the average daily
    temperature in Georgia during the month of August
    falls between 90 and 95 degrees is
  • __________
  • The probability that a given part will fail
    before 1000 hours of use is
  • __________
  • In general, __________

10
Understanding Continuous Distributions
  • The probability that the average daily
    temperature in Georgia during the month of August
    falls between 90 and 95 degrees is
  • The probability that a given part will fail
    before 1000 hours of use is

11
Continuous Probability Distributions
  • The continuous probability density function (pdf)
  • f(x) 0, for all x ? R
  • The cumulative distribution, F(x)

12
Probability Distributions
  • Example Problem 3.7, pg. 88
  • x, 0 lt x lt 1
  • f(x) 2-x, 1 x lt 2
  • 0, elsewhere
  • 1st what does the function look like?
  • P(X lt 120) ___________________
  • P(50 lt X lt 100) ___________________


13
Your turn
  • Problem 3.14, pg. 89
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