Final answer:
The mean of the probability distribution is 2.02. The variance is 1.3436 and the standard deviation is 1.16. The average hurricane is approximately category 2 and the typical hurricane deviates from the mean by about 2 category levels.
Step-by-step explanation:
The mean of the probability distribution is 2.02. To calculate the mean, we multiply each category value by its corresponding probability and sum the results:
Mean = (0.54 x 1) + (0.418 x 2) + (0.257 x 3) + (0.225 x 4) + (0.4 x 5) = 2.02
The variance can be found by calculating the squared difference between each category value and the mean, multiplying each squared difference by its corresponding probability, and summing the results:
Variance = ((1-2.02)^2 x 0.54) + ((2-2.02)^2 x 0.418) + ((3-2.02)^2 x 0.257) + ((4-2.02)^2 x 0.225) + ((5-2.02)^2 x 0.4) = 1.3436
The standard deviation is the square root of the variance:
Standard Deviation = sqrt(1.3436) = 1.16
(b) The results can be interpreted as follows:
A. The average hurricane is approximately category 2.
B. The typical hurricane deviates from the mean by about 2 category levels.