Question

On the midnight shift, the number of patients with head trauma in an emergency room has...

On the midnight shift, the number of patients with head trauma in an emergency room has the probability distribution shown below.

x 0 1 2 3 4 5 Total
P(x) .04 .33 .27 .21 .13 .02 1.00


(a)
Calculate the mean and standard deviation. (Round your mean value to 2 decimal places and standard deviation to 3 decimal places.)

  
Mean
Standard deviation
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Answer #2

To calculate the mean and standard deviation, we need to perform the following calculations:

  1. Calculate the mean (expected value): Mean (μ) = Σ (x * P(x))

  2. Calculate the variance (σ^2): Variance (σ^2) = Σ [(x - μ)^2 * P(x)]

  3. Calculate the standard deviation (σ): Standard Deviation (σ) = √σ^2

where x is the number of patients with head trauma and P(x) is the probability of having x patients.

Let's perform the calculations step by step:

x | 0 | 1 | 2 | 3 | 4 | 5 |

P(x) | 0.04| 0.33| 0.27| 0.21| 0.13| 0.02|

  1. Calculate the mean (expected value): Mean (μ) = (0 * 0.04) + (1 * 0.33) + (2 * 0.27) + (3 * 0.21) + (4 * 0.13) + (5 * 0.02) = 0.00 + 0.33 + 0.54 + 0.63 + 0.52 + 0.10 = 2.12

  2. Calculate the variance (σ^2): Variance (σ^2) = [(0 - 2.12)^2 * 0.04] + [(1 - 2.12)^2 * 0.33] + [(2 - 2.12)^2 * 0.27] + [(3 - 2.12)^2 * 0.21] + [(4 - 2.12)^2 * 0.13] + [(5 - 2.12)^2 * 0.02] = [(-2.12)^2 * 0.04] + [(-1.12)^2 * 0.33] + [(-0.12)^2 * 0.27] + [(0.88)^2 * 0.21] + [(1.88)^2 * 0.13] + [(2.88)^2 * 0.02] = 0.1792 + 0.4007 + 0.0095 + 0.1605 + 0.4559 + 0.2333 = 1.4391

  3. Calculate the standard deviation (σ): Standard Deviation (σ) = √σ^2 = √1.4391 ≈ 1.199

Therefore, the mean (μ) is approximately 2.12 and the standard deviation (σ) is approximately 1.199.

answered by: Hydra Master
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Answer #3

To calculate the mean and standard deviation of the probability distribution, we'll use the following formulas:

Mean (μ) = Σ (x * P(x)) Standard Deviation (σ) = √(Σ ((x - μ)^2 * P(x)))

where: x = Number of patients with head trauma P(x) = Probability of having x number of patients with head trauma Σ = Summation (the sum is taken over all x values)

Given the probability distribution:

x012345
P(x)0.040.330.270.210.130.02

Let's calculate the mean first:

Mean (μ) = (0 * 0.04) + (1 * 0.33) + (2 * 0.27) + (3 * 0.21) + (4 * 0.13) + (5 * 0.02) Mean (μ) = 0 + 0.33 + 0.54 + 0.63 + 0.52 + 0.10 Mean (μ) = 2.12 (rounded to 2 decimal places)

Now, let's calculate the standard deviation:

σ^2 = [(0 - 2.12)^2 * 0.04] + [(1 - 2.12)^2 * 0.33] + [(2 - 2.12)^2 * 0.27] + [(3 - 2.12)^2 * 0.21] + [(4 - 2.12)^2 * 0.13] + [(5 - 2.12)^2 * 0.02]

σ^2 = [(-2.12)^2 * 0.04] + [(-1.12)^2 * 0.33] + [(-0.12)^2 * 0.27] + [(0.88)^2 * 0.21] + [(1.88)^2 * 0.13] + [(2.88)^2 * 0.02]

σ^2 = [4.4944 * 0.04] + [1.2544 * 0.33] + [0.0144 * 0.27] + [0.7744 * 0.21] + [3.5344 * 0.13] + [8.2944 * 0.02]

σ^2 = 0.179776 + 0.414312 + 0.003888 + 0.162624 + 0.459072 + 0.165888 σ^2 = 1.38556

Now, calculate the standard deviation:

σ = √1.38556 σ ≈ 1.177 (rounded to 3 decimal places)

So, the mean is approximately 2.12 and the standard deviation is approximately 1.177.


answered by: Mayre Yıldırım
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