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kipiarov [429]
3 years ago
8

Playing video and computer games is very popular. Over 70% of households play such games. Of those individuals who play video an

d computer games, 18% are under 18 years old, 53% are 18-59 years old, and 29% are over 59 years old. For a sample of 600 people who play these games, what is the probability that fewer than 100 will be under 18 years of age? For a sample of 800 people who play these games, what is the probability that 200 or more will be over 59 years of age?
Mathematics
1 answer:
Semenov [28]3 years ago
8 0

Answer:

(a) Probability that fewer than 100 will be under 18 years of age is 0.19655.

(b) Probability that 200 or more will be over 59 years of age is 0.00449.

Step-by-step explanation:

We are given that over 70% of households play such games. Of those individuals who play video and computer games, 18% are under 18 years old, 53% are 18-59 years old, and 29% are over 59 years old.

(a) A sample of 600 people is selected and we have to find the probability that fewer than 100 will be under 18 years of age.

The z score probability distribution for sample proportion is given by;

                          Z  =  \frac{\hat p-p}{\sqrt{\frac{\hat p(1-\hat p)}{n} } }  ~ N(0,1)

where, \hat p = sample proportion of people =  \frac{100}{600}  = 16.67%

            p = population proportion of people under 18 years old = 18%

            n = sample of people = 600

Now, probability that fewer than 100 will be under 18 years of age is given by = P( \hat p < 0.167)

P( \hat p < 0.167) = P( \frac{\hat p-p}{\sqrt{\frac{\hat p(1-\hat p)}{n} } } < \frac{0.167-0.18}{\sqrt{\frac{0.167(1-0.167)}{600} } } ) = P(Z < -0.854) = 1 - P(Z \leq 0.854)

                                                                   = 1 - 0.80345 = <u>0.19655</u>

<em>The above probability is calculated by looking at the value of x = 0.854 in the z table which will lie between x = 0.85 and x = 0.86.</em>

(b) A sample of 800 people is selected and we have to find the probability that 200 or more will be over 59 years of age.

The z score probability distribution for sample proportion is given by;

                          Z  =  \frac{\hat p-p}{\sqrt{\frac{\hat p(1-\hat p)}{n} } }  ~ N(0,1)

where, \hat p = sample proportion of people =  \frac{200}{800}  = 25%

            p = population proportion of people over 59 years old = 29%

            n = sample of people = 800

Now, probability that 200 or more will be over 59 years of age is given by = P( \hat p \geq 0.25)

P( \hat p \geq 0.25) = P( \frac{\hat p-p}{\sqrt{\frac{\hat p(1-\hat p)}{n} } } \geq \frac{0.25-0.29}{\sqrt{\frac{0.25(1-0.25)}{800} } } ) = P(Z \geq -2.613) = P(Z \leq 2.613)

                                                                = 1 - 0.99551 = <u>0.00449</u>

<em>The above probability is calculated by looking at the value of x = 2.613 in the z table which will lie between x = 2.61 and x = 2.62.</em>

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Step-by-step explanation:

The function is:

f(x,y) = 8\cdot y^{2}\cdot x -8\cdot y\cdot x^{2} + 9\cdot x \cdot y

The partial derivatives of the function are included below:

\frac{\partial f}{\partial x} = 8\cdot y^{2}-16\cdot y\cdot x+9\cdot y

\frac{\partial f}{\partial x} = y \cdot (8\cdot y -16\cdot x + 9)

\frac{\partial f}{\partial y} = 16\cdot y \cdot x - 8 \cdot x^{2} + 9\cdot x

\frac{\partial f}{\partial y} = x \cdot (16\cdot y - 8\cdot x + 9)

Local minima, local maxima and saddle points are determined by equalizing  both partial derivatives to zero.

y \cdot (8\cdot y -16\cdot x + 9) = 0

x \cdot (16\cdot y - 8\cdot x + 9) = 0

It is quite evident that one point is (0,0). Another point is found by solving the following system of linear equations:

\left \{ {{-16\cdot x + 8\cdot y=-9} \atop {-8\cdot x + 16\cdot y=-9}} \right.

The solution of the system is (3/8, -3/8).

Let assume that y = 0, the nonlinear system is reduced to a sole expression:

x\cdot (-8\cdot x + 9) = 0

Another solution is (9/8,0).

Now, let consider that x = 0, the nonlinear system is now reduced to this:

y\cdot (8\cdot y+9) = 0

Another solution is (0, -9/8).

The next step is to determine whether point is a local maximum, a local minimum or a saddle point. The second derivative test:

H = \frac{\partial^{2} f}{\partial x^{2}} \cdot \frac{\partial^{2} f}{\partial y^{2}} - \frac{\partial^{2} f}{\partial x \partial y}

The second derivatives of the function are:

\frac{\partial^{2} f}{\partial x^{2}} = 0

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\frac{\partial^{2} f}{\partial x \partial y} = 16\cdot y -16\cdot x + 9

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H = -16\cdot y +16\cdot x -9

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H = -9 (Saddle Point)

S2: (3/8,-3/8)

H = 3 (Local maximum or minimum)

S3: (9/8, 0)

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H = 9 (Local maximum or minimum)

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Saddle point: (0,0)

Local minimum: (\frac{3}{8}, -\frac{3}{8})

Local maxima: (0,-\frac{9}{8}), (\frac{9}{8},0)

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