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kolbaska11 [484]
3 years ago
14

The following data represent the number of people aged 25 to 64 years covered by health insurance (private or government) in 201

8. Approximate the mean and standard deviation for age.
Age: 25-34. 35-44. 45-54. 55-64
Number 22.1. 31.5. 37.7. 25.3
(Millions)

Mathematics
2 answers:
S_A_V [24]3 years ago
8 0

Answer:

The mean is 45.178

The standard deviation is 10.3325

Step-by-step explanation:

The mean is 45.178

The standard deviation is 10.3325

fomenos3 years ago
4 0

Answer:

\bar X = \frac{\sum_{i=1}^n X_i f_i}{N}= \frac{5267.7}{116.6}= 45.178

And the sample variance can be calculated with this formula:

s^2 = \frac{\sum fx^2 -\frac{(\sum x*f)^2}{n}}{n-1}= \frac{250323.15 - \frac{(5267.7)^2}{116.6}}{116.6-1} = 106.7601

And the deviation would be:

s = \sqrt{106.7601}= 10.332

Step-by-step explanation:

For this case we can calculate the mean with the following table

Age        Number (f)    Midpoint    x*f                 x^2 *f

25-34         22.1            29.5         651.95         19232.525

35-44         31.5            39.5         1244.25       49147.875

45-54         37.7           49.5         1866.15         92374.425

55-64         25.3           59.5        1505.35        89568.325

Total          116.6                             5267.7        250323.15

And the mean can be calculatd with this formula:

\bar X = \frac{\sum_{i=1}^n X_i f_i}{N}= \frac{5267.7}{116.6}= 45.178

And the sample variance can be calculated with this formula:

s^2 = \frac{\sum fx^2 -\frac{(\sum x*f)^2}{n}}{n-1}= \frac{250323.15 - \frac{(5267.7)^2}{116.6}}{116.6-1} = 106.7601

And the deviation would be:

s = \sqrt{106.7601}= 10.332

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Answer: (a) Interval where f is increasing: (0.78,+∞);

Interval where f is decreasing: (0,0.78);

(b) Local minimum: (0.78, - 0.09)

(c) Inflection point: (0.56,-0.06)

Interval concave up: (0.56,+∞)

Interval concave down: (0,0.56)

Step-by-step explanation:

(a) To determine the interval where function f is increasing or decreasing, first derive the function:

f'(x) = \frac{d}{dx}[x^{4}ln(x)]

Using the product rule of derivative, which is: [u(x).v(x)]' = u'(x)v(x) + u(x).v'(x),

you have:

f'(x) = 4x^{3}ln(x) + x_{4}.\frac{1}{x}

f'(x) = 4x^{3}ln(x) + x^{3}

f'(x) = x^{3}[4ln(x) + 1]

Now, find the critical points: f'(x) = 0

x^{3}[4ln(x) + 1] = 0

x^{3} = 0

x = 0

and

4ln(x) + 1 = 0

ln(x) = \frac{-1}{4}

x = e^{\frac{-1}{4} }

x = 0.78

To determine the interval where f(x) is positive (increasing) or negative (decreasing), evaluate the function at each interval:

interval                 x-value                      f'(x)                       result

0<x<0.78                 0.5                 f'(0.5) = -0.22            decreasing

x>0.78                       1                         f'(1) = 1                  increasing

With the table, it can be concluded that in the interval (0,0.78) the function is decreasing while in the interval (0.78, +∞), f is increasing.

Note: As it is a natural logarithm function, there are no negative x-values.

(b) A extremum point (maximum or minimum) is found where f is defined and f' changes signs. In this case:

  • Between 0 and 0.78, the function decreases and at point and it is defined at point 0.78;
  • After 0.78, it increase (has a change of sign) and f is also defined;

Then, x=0.78 is a point of minimum and its y-value is:

f(x) = x^{4}ln(x)

f(0.78) = 0.78^{4}ln(0.78)

f(0.78) = - 0.092

The point of <u>minimum</u> is (0.78, - 0.092)

(c) To determine the inflection point (IP), calculate the second derivative of the function and solve for x:

f"(x) = \frac{d^{2}}{dx^{2}} [x^{3}[4ln(x) + 1]]

f"(x) = 3x^{2}[4ln(x) + 1] + 4x^{2}

f"(x) = x^{2}[12ln(x) + 7]

x^{2}[12ln(x) + 7] = 0

x^{2} = 0\\x = 0

and

12ln(x) + 7 = 0\\ln(x) = \frac{-7}{12} \\x = e^{\frac{-7}{12} }\\x = 0.56

Substituing x in the function:

f(x) = x^{4}ln(x)

f(0.56) = 0.56^{4} ln(0.56)

f(0.56) = - 0.06

The <u>inflection point</u> will be: (0.56, - 0.06)

In a function, the concave is down when f"(x) < 0 and up when f"(x) > 0, adn knowing that the critical points for that derivative are 0 and 0.56:

f"(x) =  x^{2}[12ln(x) + 7]

f"(0.1) = 0.1^{2}[12ln(0.1)+7]

f"(0.1) = - 0.21, i.e. <u>Concave</u> is <u>DOWN.</u>

f"(0.7) = 0.7^{2}[12ln(0.7)+7]

f"(0.7) = + 1.33, i.e. <u>Concave</u> is <u>UP.</u>

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