tanszek:oktatas:techcomm:conditional_probability
Differences
This shows you the differences between two versions of the page.
| Both sides previous revisionPrevious revisionNext revision | Previous revision | ||
| tanszek:oktatas:techcomm:conditional_probability [2024/09/30 12:17] โ knehez | tanszek:oktatas:techcomm:conditional_probability [2024/10/13 17:27] (current) โ kissa | ||
|---|---|---|---|
| Line 27: | Line 27: | ||
| The formula states that the probability of events **A** and **B** occurring together, is equal to the probability of B occurring multiplied by the probability of A occurring given that B has already occurred. | The formula states that the probability of events **A** and **B** occurring together, is equal to the probability of B occurring multiplied by the probability of A occurring given that B has already occurred. | ||
| - | **Example**: | + | **Example |
| A manufacturer must produce a shaft with two critical dimensions: length (L) and diameter (D). Tolerances of \( L \pm \Delta \) and \( D \pm \Delta \) is allowed. After inspecting 180 components, the results are as follows: | A manufacturer must produce a shaft with two critical dimensions: length (L) and diameter (D). Tolerances of \( L \pm \Delta \) and \( D \pm \Delta \) is allowed. After inspecting 180 components, the results are as follows: | ||
| Line 38: | Line 38: | ||
| | Both dimensions are faulty \( ( A \cap B ) \) | 4 | | | Both dimensions are faulty \( ( A \cap B ) \) | 4 | | ||
| | Only the length ๐ฟ is faulty \((C)\) | 6 | | | Only the length ๐ฟ is faulty \((C)\) | 6 | | ||
| - | | Only the diameter ๐ท is faulty \(D)\) | 8 | | + | | Only the diameter ๐ท is faulty \((D)\) | 8 | |
| **Question 1**: What are the probabilities of events \(A\) and \(B\)? | **Question 1**: What are the probabilities of events \(A\) and \(B\)? | ||
| Line 60: | Line 60: | ||
| $$ p(A \mid B) = \frac{\text{both dimensions are faulty}}{\text{diameter is faulty}} = \frac{4}{12} = 0.3333 $$ | $$ p(A \mid B) = \frac{\text{both dimensions are faulty}}{\text{diameter is faulty}} = \frac{4}{12} = 0.3333 $$ | ||
| - | Since this does not match with the product \( p(A) p(B)\), we can conclude that the two events are **not independent**! | + | Since this does not match with the product \( p(A) \cdot p(B)\), we can conclude that the two events are **not independent**! |
| Thus, the joint probability can also be calculated differently: | Thus, the joint probability can also be calculated differently: | ||
| Line 87: | Line 87: | ||
| where \( E = A \cap B \) | where \( E = A \cap B \) | ||
| + | |||
| + | |||
| + | **Example 2**: | ||
| + | Find the conditional probability of a machine breakdown given that preventive maintenance was performed. | ||
| + | |||
| + | We have the following information: | ||
| + | * The probability that the machine breaks down (Event A) is \( p(A) = 0.10 \) | ||
| + | * The probability that the machine undergoes preventive maintenance (Event B) is \( p(B) = 0.30 \) | ||
| + | * The probability that the machine both breaks down and has undergone preventive maintenance is \( p(A \cap B) = 0.015 \) | ||
| + | |||
| + | To calculate the conditional probability of the machine breaking down given that it underwent preventive maintenance, | ||
| + | |||
| + | $$ p(A|B) = \frac{p(A \cap B)}{p(B)} $$ | ||
| + | |||
| + | Substitute the values: | ||
| + | |||
| + | $$ p(A|B) = \frac{0.015}{0.30} $$ | ||
| + | |||
| + | Thus, the probability that the machine breaks down given that it underwent preventive maintenance is \( p(A|B) = 0.05 \), or 5%. | ||
| + | |||
| + | |||
| + | |||
tanszek/oktatas/techcomm/conditional_probability.1727698655.txt.gz ยท Last modified: 2024/09/30 12:17 by knehez
