In: Statistics and Probability
The success rate of corneal transplant surgery is 90%. The surgery is performed on eight (n = 8) patients. Work on Excel
Result:
The success rate of corneal transplant surgery is 90%. The surgery is performed on eight (n = 8) patients. Work on Excel
Construct a binomial distribution table for the above scenario; include columns for X and P(x).
Binomial Probabilities |
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Data |
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Sample size |
8 |
|
Probability of an event of interest |
0.9 |
|
Statistics |
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Mean = np = |
7.2 |
|
Variance = np(1 - p) |
0.7200 |
|
Standard deviation |
0.8485 |
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Binomial Probabilities Table |
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X |
P(X) |
|
0 |
0.0000 |
|
1 |
0.0000 |
|
2 |
0.0000 |
|
3 |
0.0004 |
|
4 |
0.0046 |
|
5 |
0.0331 |
|
6 |
0.1488 |
|
7 |
0.3826 |
|
8 |
0.4305 |
Graph the probability histogram for this binomial distribution.
Extend the table with columns for x × P(x), (x – μ)2, and (x – μ)2 × P(x). Use this extended table to calculate the mean, variance, and standard deviation for this binomial distribution.
X |
P(X) |
x*(p(x) |
(x-mean)^2 |
(x-mean)^2 *p(x) |
0 |
0.0000 |
0.0000 |
51.84 |
5.184E-07 |
1 |
0.0000 |
0.0000 |
38.44 |
2.76768E-05 |
2 |
0.0000 |
0.0000 |
27.04 |
0.000613267 |
3 |
0.0004 |
0.0012 |
17.64 |
0.007201354 |
4 |
0.0046 |
0.0184 |
10.24 |
0.047029248 |
5 |
0.0331 |
0.1653 |
4.84 |
0.16004641 |
6 |
0.1488 |
0.8928 |
1.44 |
0.214277011 |
7 |
0.3826 |
2.6785 |
0.04 |
0.015305501 |
8 |
0.4305 |
3.4437 |
0.64 |
0.275499014 |
Total |
7.2000 |
152.16 |
0.72 |
Standard deviation = sqrt( 0.72) =0.8485
Find the probability that the surgery is successful for exactly four (X = 4) patients. Is this an unusual event? (Remember that an unusual event is one whose probability is < .05) Why or why not?
P( x=4) = 0.0046
This is an unusual event because this p value is < 0.05.
Find the probability that the surgery is successful for fewer than five (X < 5) patients. Is this an unusual event? Why or why not?
P( x <5) =0.0050
This is an unusual event because this p value is < 0.05.