(a) Find f(y|X=1/4).
(b) find E(Y|X=1/4).
(c) Find E(Var(Y|X) and Var(E(Y|X)).
(d) Find Var(Y).

Answers

Answer 1

The conditional probability density function of Y given X=1/4 is determined using the terms f(y|X=1/4), E(Y|X=1/4), E(Var(Y|X)), Var(E(Y|X)), and Var(Y). The marginal probability density function of Y is f(y) = ∫f(x,y)dx, and the expected value of the variance is E(Var(Y|X)) and Var(E(Y|X).

The given terms are f(y|X=1/4), E(Y|X=1/4), E(Var(Y|X) and Var(E(Y|X)), and Var(Y). Let's see what each term means:(a) f(y|X=1/4): It is the conditional probability density function of Y given X=1/4.(b) E(Y|X=1/4): It is the conditional expected value of Y given X=1/4.(c) E(Var(Y|X) and Var(E(Y|X)): E(Var(Y|X)) is the expected value of the variance of Y given X, and Var(E(Y|X)) is the variance of the expected value of Y given X.(d) Var(Y): It is the variance of Y.Step-by-step solution:(a) To find f(y|X=1/4),

we need to use the formula: f(y|x) = (f(x|y) * f(y)) / f(x)where f(y|x) is the conditional probability density function of Y given X=x, f(x|y) is the conditional probability density function of X given Y=y, f(y) is the marginal probability density function of Y, and f(x) is the marginal probability density function of X.Given that X and Y are jointly continuous random variables with joint probability density functionf(x,y) = 4xy, for 0 < x < 1 and 0 < y < 1and X ~ U(0,1), we have

f(x) = ∫f(x,y)dy

= ∫4xy dy

= 2x,

for 0 < x < 1

Using this, we can find the marginal probability density function of Y:f(y) = ∫f(x,y)dx = ∫4xy dx = 2y, for 0 < y < 1Now, we can find f(y|x):f(y|x) = (f(x,y) / f(x)) = (4xy / 2x) = 2y, for 0 < y < 1and 0 < x < 1Using this, we can find f(y|X=1/4):f(y|X=1/4) = 2y, for 0 < y < 1(b) To find E(Y|X=1/4), we need to use the formula:

E(Y|x) = ∫y f(y|x) dy

Given that X=1/4, we have

f(y|X=1/4) = 2y, for 0 < y < 1

Using this, we can find E(Y|X=1/4)

:E(Y|X=1/4) = ∫y f(y|X=1/4) dy

= ∫y (2y) dy= [2y^3/3] from 0 to 1= 2/3(c)

To find E(Var(Y|X)) and Var(E(Y|X)), we need to use the formulas:E(Var(Y|X)) = ∫Var(Y|X) f(x) dx

and Var(E(Y|X)) = E[(E(Y|X))^2] - [E(E(Y|X))]^2

Given that X ~ U(0,1), we havef(x) = 2x, for 0 < x < 1Using this, we can find

E(Var(Y|X)):E(Var(Y|X)) = ∫Var(Y|X) f(x) dx

= ∫[∫(y - E(Y|X))^2 f(y|x) dy] f(x) dx

= ∫[∫(y - x/2)^2 (2y) dy] (2x) dx

= ∫[2x(5/12 - x/4 + x^2/12)] dx

= [5x^2/18 - x^3/12 + x^4/48] from 0 to 1= 1/36

Using this, we can find Var(E(Y|X)):E(Y|X) = ∫y f(y|x) dy

= x/2andE[(E(Y|X))^2]

= ∫(E(Y|X))^2 f(x) dx

= ∫(x/2)^2 (2x) dx = x^4/8and[E(E(Y|X))]^2 =

[∫(E(Y|X)) f(x) dx]^2

= (∫(x/2) (2x) dx)^2

= (1/4)^2

= 1/16

Therefore, Var(E(Y|X)) = E[(E(Y|X))^2] - [E(E(Y|X))]^2

= (1/2) - (1/16)

= 7/16(d)

To find Var(Y), we need to use the formula: Var(Y) = E(Y^2) - [E(Y)]^2We have already found

E(Y|X=1/4):E(Y|X=1/4) = 2/3

Using this, we can find E(Y^2|X=1/4):

E(Y^2|X=1/4) = ∫y^2 f(y|X=1/4) dy

= ∫y^2 (2y) dy= [2y^4/4] from 0 to 1= 1/2Now, we can find Var(Y):

Var(Y) = E(Y^2) - [E(Y)]^2

= E[E(Y^2|X)] - [E(E(Y|X))]^2

= E[E(Y^2|X=1/4)] - [E(Y|X=1/4)]^2

= (1/2) - (2/3)^2

= 1/18

Therefore, the solutions are as follows:f(y|X=1/4) = 2y, for 0 < y < 1E(Y|X=1/4) = 2/3E(Var(Y|X)) = 1/36Var(E(Y|X)) = 7/16Var(Y) = 1/18.

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Related Questions

​​​​​​​Which of the following maps are symmetries of the specified D?
Explain your reasoning.
(a) D = [0, 1], f (x) = x3;
(b) D = {x ∈R, 0 < y < 1}, f (x, y) = (x + 1, 1 −y);

Answers

The map which is symmetries of the specified D is D = {x ∈R, 0 < y < 1},

f (x, y) = (x + 1, 1 −y).

Symmetry in mathematics is a measure of how symmetric an object is. An object is symmetric if there is a transformation or mapping that leaves it unchanged. The concept of symmetry is prevalent in several fields, such as science, art, and architecture. Let's see which of the following maps are symmetries of the specified D:

(a) D = [0, 1],

f (x) = x3

The domain of the function is [0, 1], which is a one-dimensional space. The mapping will be a reflection or rotation if it is a symmetry. It's easy to see that x^3 is not symmetric around any axis of reflection, nor is it symmetric around the origin. Thus, this function has no symmetries.

(b) D = {x ∈R, 0 < y < 1},

f (x, y) = (x + 1, 1 −y)

This mapping is a reflection in the line x = −1, and it's symmetric. The reason for this is because it maps points on one side of the line to their mirror image on the other side of the line, leaving points on the line unchanged.

The mapping (x,y) -> (x+1,1-y) maps a point (x,y) to the point (x+1,1-y). We can see that the image of a point is the reflection of the point in the line x=-1.

Therefore, the mapping is a symmetry of D = {x ∈R, 0 < y < 1}.

Hence, the map which is symmetries of the specified D is D = {x ∈R, 0 < y < 1},

f (x, y) = (x + 1, 1 −y).

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For the piecewise tunction, find the values h(-6), h(1), h(2), and h(7). h(x)={(-3x-12, for x<-4),(2, for -4<=x<2),(x+4, for x>=2):} h(-6)=6 h(1)

Answers

We are given a piecewise function as, h(x)={(-3x-12, for x<-4),(2, for -4<=x<2),(x+4, for x>=2):}

We need to find the values of h(-6), h(1), h(2), and h(7) for the given function.

Therefore, let's solve for h(-6):

When x = -6, we get the answer as, h(-6) = (-3 × (-6) - 12) = 6. So, the value of h(-6) is 6.

Thus, we got the answer as h(-6) = 6.

Now, let's solve for h(1):

When x = 1, we get the value of h(x) as, h(1) = 2. So, the value of h(1) is 2.

Thus, we got the answer as h(1) = 2.

Let's solve for h(2):

When x = 2, we get the value of h(x) as, h(2) = (2 + 4) = 6. So, the value of h(2) is 6.

Thus, we got the answer as h(2) = 6.

Now, let's solve for h(7):

When x = 7, we get the value of h(x) as, h(7) = (7 + 4) = 11. So, the value of h(7) is 11.

Thus, we got the answer as h(7) = 11.

Hence, the answers for the given values of h(-6), h(1), h(2), and h(7) are h(-6) = 6, h(1) = 2, h(2) = 6, and h(7) = 11 respectively.

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The body temperatures of a group of healhy adults have a bell-shaped distribution with a mean of 98.21 ∘
F and a standard deviation of 0.69 ∘
F. Using the empirical ruile, find each approximale percentage below. a. What is the approximate percentage of healthy adults with body temperatures within 2 standard deviations of the mean, or between 96 . 3 ∘
F and 99.59 ∘
F ? b. What is the approximate percentage of healthy adults with body temperatures between 96.14 ∘
F and 100.28 ∘
F ? a. Approximately 6 of healthy aduits in this group have body temperatures within 2 standard deviations of the mean, or between 96.83 ∘
F and 99.59 ∘
F. (Type an integer or a decimal, Do not round.)

Answers

According to the Empirical Rule, the percentage of values that fall within one standard deviation of the mean is approximately 68%.

The percentage of values that fall within two standard deviations of the mean is approximately 95%. The percentage of values that fall within three standard deviations of the mean is approximately 99.7%. The body temperatures of healthy adults have a bell-shaped distribution with a mean of 98.21 °F and a standard deviation of 0.69 °F. Using the Empirical Rule, we need to determine the approximate percentage of healthy adults with body temperatures within 2 standard deviations of the mean, or between 96.3 °F and 99.59 °F, as well as the percentage of healthy adults with body temperatures between 96.14 °F and 100.28 °F. The Empirical Rule is based on the normal distribution of data, and it states that the percentage of values that fall within one, two, and three standard deviations of the mean is approximately 68%, 95%, and 99.7%, respectively. Thus, we can use the Empirical Rule to solve the problem. For part a, the range of body temperatures within two standard deviations of the mean is given by:

98.21 - 2(0.69) = 96.83 to 98.21 + 2(0.69) = 99.59.

Therefore, the percentage of healthy adults with body temperatures within this range is approximately 95%. For part b, the range of body temperatures between 96.14 and 100.28 is more than two standard deviations away from the mean. Therefore, we cannot use the Empirical Rule to determine the approximate percentage of healthy adults with body temperatures in this range. However, we can estimate the percentage by using Chebyshev's Theorem. Chebyshev's Theorem states that for any data set, the percentage of values that fall within k standard deviations of the mean is at least 1 - 1/k2, where k is any positive number greater than 1. Therefore, the percentage of healthy adults with body temperatures between 96.14 and 100.28 is at least 1 - 1/32 = 1 - 1/9 = 8/9 = 0.8889, or approximately 89%.

Approximately 95% of healthy adults in this group have body temperatures within 2 standard deviations of the mean, or between 96.83 °F and 99.59 °F. The percentage of healthy adults with body temperatures between 96.14 °F and 100.28 °F cannot be determined exactly using the Empirical Rule, but it is at least 89% according to Chebyshev's Theorem.

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Substitute (x_(1),y_(1))=(2,4) and m=-2 into the point -slope form, y=m(x-x_(1))+y_(1). Determine the point -slope form of the line.

Answers

Therefore, the point-slope form of the line is y = -2x + 8.

To determine the point-slope form of the line using the given point (x₁, y₁) = (2, 4) and slope (m) = -2, we can substitute these values into the point-slope form equation:

y = m(x - x₁) + y₁

Substituting the values:

y = -2(x - 2) + 4

Simplifying:

y = -2x + 4 + 4

y = -2x + 8

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G is the centroid of equilateral Triangle ABC. D,E, and F are midpointsof the sides as shown. P,Q, and R are the midpoints of line AG,line BG and line CG, respectively. If AB= sqrt 3, what is the perimeter of DREPFQ?

Answers

The perimeter of DREPFQ is 1

How to determine the value

In an equilateral triangle, the intersection is the centroid

From the information given, we have that;

AB =√3

Then, we can say that;

AG = BG = CG = √3/3

Also, we have that D, E, and F are the midpoints of the sides of triangle Then, DE = EF = FD = √3/2.

AP = BP = CP = √3/6.

To find the perimeter of DREPFQ, we need to add up the lengths of the line segments DQ, QE, ER, RF, FP, and PD.

The perimeter of DREPFQ is √3/6 × √3/2)

Multiply the value, we get;

√3× √3/ 6 × 2

Then, we get;

3/18

divide the values, we have;

= 0.167

Multiply this by six sides;

= 1

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The complete question:

G is the centroid of equilateral Triangle ABC. D,E, and F are midpointsof the sides as shown. P,Q, and R are the midpoints of line AG,line BG and line CG, respectively. If AB= sqrt 3, what is the perimeter of DREPFQ

(a) Find the closed area determined by the graphs of \( x=2-y^{2} \) and \( y=x \) by following the \( y \) axis when integrating. (b) Express the same area in terms of integral(s) on the \( x \)-axis

Answers

(a) To find the area determined by the graphs of ( x=2-y^{2} ) and ( y=x ), we first need to determine the limits of integration. Since the two curves intersect at ( (1,1) ) and ( (-3,-3) ), we can integrate with respect to ( y ) from ( y=-3 ) to ( y=1 ).

The equation of the line ( y=x ) can be written as ( x-y=0 ). The equation of the parabola ( x=2-y^2 ) can be rewritten as ( y^2+x-2=0 ). At the points of intersection, these two equations must hold simultaneously, so we have:

[y^2+x-2=0]

[x-y=0]

Substituting ( x=y ) into the first equation, we get:

[y^2+y-2=0]

This equation factors as:

[(y-1)(y+2)=0]

So the two points of intersection are ( (1,1) ) and ( (-2,-2) ). Therefore, the area of the region enclosed by the two curves is given by:

[\int_{-3}^{1} [(2-y^2)-y] dy]

Simplifying this expression, we get:

[\int_{-3}^{1} (2-y^2-y) dy = \int_{-3}^{1} (1-y^2-y) dy = [y-\frac{1}{3}y^3 - \frac{1}{2}y^2]_{-3}^{1}]

Evaluating this expression, we get:

[(1-\frac{1}{3}-\frac{1}{2}) - (-3+9-\frac{27}{2}) = \frac{23}{6}]

Therefore, the area enclosed by the two curves is ( \frac{23}{6} ).

(b) To express the same area in terms of an integral on the ( x )-axis, we need to solve for ( y ) in terms of ( x ) for each equation. For ( y=x ), we have ( y=x ). For ( x=2-y^2 ), we have:

[y^2+(-x+2)=0]

Solving for ( y ), we get:

[y=\pm\sqrt{x-2}]

Note that we only want the positive square root since we are looking at the region above the ( x )-axis. Therefore, the area enclosed by the two curves is given by:

[\int_{-2}^{2} [x-\sqrt{x-2}] dx]

We integrate from ( x=-2 ) to ( x=2 ) since these are the values where the two curves intersect. Simplifying this expression, we get:

[\int_{-2}^{2} (x-\sqrt{x-2}) dx = [\frac{1}{2}x^2-\frac{2}{3}(x-2)^{\frac{3}{2}}]_{-2}^{2}]

Evaluating this expression, we get:

[(2-\frac{8}{3}) - (-2-\frac{8}{3}) = \frac{16}{3}]

Therefore, the area enclosed by the two curves is ( \frac{16}{3} ) when integrating with respect to the ( x )-axis.

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Which set of values could be the side lengths of a 30-60-90 triangle?
OA. (5, 5√2, 10}
B. (5, 10, 10 √√3)
C. (5, 10, 102)
OD. (5, 53, 10)

Answers

A 30-60-90 triangle is a special type of right triangle where the angles are 30 degrees, 60 degrees, and 90 degrees. The sides of a 30-60-90 triangle always have the same ratio, which is 1 : √3 : 2.

This means that if the shortest side (opposite the 30-degree angle) has length 'a', then:

- The side opposite the 60-degree angle (the longer leg) will be 'a√3'.

- The side opposite the 90-degree angle (the hypotenuse) will be '2a'.

Let's check each of the options:

A. (5, 5√2, 10): This does not follow the 1 : √3 : 2 ratio.

B. (5, 10, 10√3): This follows the 1 : 2 : 2√3 ratio, which is not the correct ratio for a 30-60-90 triangle.

C. (5, 10, 10^2): This does not follow the 1 : √3 : 2 ratio.

D. (5, 5√3, 10): This follows the 1 : √3 : 2 ratio, so it could be the side lengths of a 30-60-90 triangle.

So, the correct answer is option D. (5, 5√3, 10).

Cost of Pizzas A pizza shop owner wishes to find the 99% confidence interval of the true mean cost of a large plain pizza. How large should the sample be if she wishes to be accurate to within $0.137 A previous study showed that the standard deviation of the price was $0.29. Round your final answer up to the next whole number. The owner needs at least a sample of pizzas

Answers

Rounding up to the next whole number, we get a required sample size of n = 62 pizzas.

To determine the required sample size, we need to use the formula:

n = (z*(σ/E))^2

where:

n is the required sample size

z is the z-score corresponding to the desired level of confidence (in this case, 99% or 2.576)

σ is the population standard deviation

E is the maximum error of the estimate (in this case, $0.137)

Substituting the given values, we get:

n = (2.576*(0.29/0.137))^2

n ≈ 61.41

Rounding up to the next whole number, we get a required sample size of n = 62 pizzas.

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For a large sporting event the broadcasters sold 68 ad slots for a total revenue of $152 million. What was the mean price per ad slot? The mean price per ad slot was $2.2 million. (Round to one decimal place as needed.)

Answers

The broadcasters sold 68 ad slots for $152 million, resulting in a total revenue of $152 million. To find the mean price per ad slot, divide the total revenue by the number of ad slots sold. The formula is μ = Total Revenue / Number of Ad Slots sold, resulting in a mean price of $2.2 million.

For a large sporting event, the broadcasters sold 68 ad slots for a total revenue of $152 million. The task is to find the mean price per ad slot. The mean price per ad slot was $2.2 million. (Round to one decimal place as needed.)The formula for the mean of a sample is given below:

μ = (Σ xi) / n

Where,μ represents the mean of the sample.Σ xi represents the summation of values from i = 1 to i = n.n represents the total number of values in the sample.

The mean price per ad slot can be found by dividing the total revenue by the number of ad slots sold. We are given that the number of ad slots sold is 68 and the total revenue is $152 million.

Let's put these values in the formula.

μ = Total Revenue / Number of Ad Slots sold

μ = $152 million / 68= $2.23529411764

The mean price per ad slot is $2.2 million. (Round to one decimal place as needed.)

Therefore, the mean price per ad slot is $2.2 million.

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According to a company's websife, the top 10% of the candidates who take the entrance test will be called for an interview. The reported mean and standard deviation of the test scores are 63 and 9 , respectively. If test scores are normolly distributed, what is the minimum score required for an interview? (You may find it useful to reference the Z table. Round your final answer to 2 decimal places.)

Answers

The minimum score required for an interview is approximately 74.52 (rounded to 2 decimal places). To find the minimum score required for an interview, we need to determine the score that corresponds to the top 10% of the distribution.

Since the test scores are normally distributed, we can use the Z-table to find the Z-score that corresponds to the top 10% of the distribution.

The Z-score represents the number of standard deviations a particular score is away from the mean. In this case, we want to find the Z-score that corresponds to the cumulative probability of 0.90 (since we are interested in the top 10%).

Using the Z-table, we find that the Z-score corresponding to a cumulative probability of 0.90 is approximately 1.28.

Once we have the Z-score, we can use the formula:

Z = (X - μ) / σ

where X is the test score, μ is the mean, and σ is the standard deviation.

Rearranging the formula, we can solve for X:

X = Z * σ + μ

Substituting the values, we have:

X = 1.28 * 9 + 63

Calculating this expression, we find:

X ≈ 74.52

Therefore, the minimum score required for an interview is approximately 74.52 (rounded to 2 decimal places).

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Suppose that we will take a random sample of size n from a population having mean µ and standard deviation σ. For each of the following situations, find the mean, variance, and standard deviation of the sampling distribution of the sample mean :
:
(a) µ = 12, σ = 5, n = 28 (Round your answers of "σ " and "σ 2" to 4 decimal places.)
(b) µ = 539, σ = .4, n = 96 (Round your answers of "σ " and "σ 2" to 4 decimal places.)
(c) µ = 7, σ = 1.0, n = 7 (Round your answers of "σ " and "σ 2" to 4 decimal places.)
(d) µ = 118, σ = 4, n = 1,530 (Round your answers of "σ " and "σ 2" to 4 decimal places.)

Answers

Mean, µx = µ = 118, Variance, σ2x = σ2/n = 4^2/1530 = 0.0001044 and Standard Deviation, σx = σ/√n = 4/√1530 = 0.1038

Sampling Distribution of the Sample Mean:

Suppose that we will take a random sample of size n from a population having mean µ and standard deviation σ.

The sampling distribution of the sample mean is a probability distribution of all possible sample means.

Statistics for each question:

(a) µ = 12, σ = 5, n = 28

(b) µ = 539, σ = .4, n = 96

(c) µ = 7, σ = 1.0, n = 7

(d) µ = 118, σ = 4, n = 1,530

(a) Mean, µx = µ = 12, Variance, σ2x = σ2/n = 5^2/28 = 0.8929 and Standard Deviation, σx = σ/√n = 5/√28 = 0.9439

(b) Mean, µx = µ = 539, Variance, σ2x = σ2/n = 0.4^2/96 = 0.0001667 and Standard Deviation, σx = σ/√n = 0.4/√96 = 0.0408

(c) Mean, µx = µ = 7, Variance, σ2x = σ2/n = 1^2/7 = 0.1429 and Standard Deviation, σx = σ/√n = 1/√7 = 0.3770

(d) Mean, µx = µ = 118, Variance, σ2x = σ2/n = 4^2/1530 = 0.0001044 and Standard Deviation, σx = σ/√n = 4/√1530 = 0.1038

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(ii) At any party, the number of people who have shaken the hand of an odd number of people is even. [30Que 5. Give examples of the following: (i) a connected simple graph with 6 vertices such that each vertex has degree 3 (ii) a graph with 3 components and 4 loops. 6. Prove the following: if a graph has a closed walk of odd length, then it has a cycle of odd length. How many edges does the complete bipartite graph K m,n
​ have? Justify your answer.

Answers

Let G be a graph with a closed walk of odd length, say v_0, v_1, ..., v_{2k+1}, v_0. We want to show that G has a cycle of odd length.

Let W = {v_i : 0 ≤ i ≤ 2k+1} be the set of vertices in the closed walk. Since the walk is closed, the first and last vertices are the same, so we can write:

w_0 = w_{2k+1}

Let C be the subgraph of G induced by the vertices in W. That is, the vertices of C are the vertices in W and the edges of C are the edges of G that have both endpoints in W.

Since W is a closed walk, every vertex in W has even degree in C (because it has two incident edges). Therefore, the sum of degrees of vertices in C is even.

However, since C is a subgraph of G, the sum of degrees of vertices in C is also equal to twice the number of edges in C. Therefore, the number of edges in C is even.

Now consider the subgraph H of G obtained by removing all edges in C. This graph has no edges between vertices in W, because those edges were removed. Therefore, each connected component of H either contains a single vertex from W, or is a path whose endpoints are in W.

Since G has a closed walk of odd length, there must be some vertex in W that appears an odd number of times in the walk (because the number of vertices in the walk is odd). Let v be such a vertex.

If v appears only once in the walk, then it is a connected component of H and we are done, because a single vertex is a cycle of odd length.

Otherwise, let v = w_i for some even i. Then w_{i+1}, w_{i+2}, ..., w_{i-1} also appear in the walk, and they form a path in H. Since this path has odd length (because i is even), it is a cycle of odd length in G.

Therefore, we have shown that if G has a closed walk of odd length, then it has a cycle of odd length.

The complete bipartite graph K_m,n has m+n vertices, with m vertices on one side and n on the other side. Each vertex on one side is connected to every vertex on the other side, so the degree of each vertex on the first side is n and the degree of each vertex on the second side is m. Therefore, the total number of edges in K_m,n is mn, since there are mn possible pairs of vertices from the two sides that can be connected by an edge.

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a sample consists of the following data: 7, 11, 12, 18, 20, 22, 43. Using the three standard deviation criterion, the last observation (x=43) would be considered an outlier

a. true

b. false

Answers

The statement "Using the three standard deviation criterion, the last observation (x=43) would be considered an outlier" is true.

Given data:

7, 11, 12, 18, 20, 22, 43.

To find out whether the last observation is an outlier or not, let's use the three standard deviation criterion.

That is, if a data value is more than three standard deviations from the mean, then it is considered an outlier.

The formula to find standard deviation is:

S.D = \sqrt{\frac{\sum_{i=1}^{N}(x_i-\bar{x})^2}{N-1}}

Where, N = sample size,

             x = each value of the data set,

    \bar{x} = mean of the data set

To find the mean of the given data set, add all the numbers and divide the sum by the number of terms:

Mean = $\frac{7+11+12+18+20+22+43}{7}$

          = $\frac{133}{7}$

          = 19

Now, calculate the standard deviation:

$(7-19)^2 + (11-19)^2 + (12-19)^2 + (18-19)^2 + (20-19)^2 + (22-19)^2 + (43-19)^2$= 1442S.D

                                                                                                                               = $\sqrt{\frac{1442}{7-1}}$

                                                                                                                                ≈ 10.31

To determine whether the value of x = 43 is an outlier, we need to compare it with the mean and the standard deviation.

Therefore, compute the z-score for the last observation (x=43).Z-score = $\frac{x-\bar{x}}{S.D}$

                                                                                                                      = $\frac{43-19}{10.31}$

                                                                                                                      = 2.32

Since the absolute value of z-score > 3, the value of x = 43 is considered an outlier.

Therefore, the statement "Using the three standard deviation criterion, the last observation (x=43) would be considered an outlier" is true.

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if the information 7/15 was shown on a pie chart what would be the angle

Answers

If the information 7/15 was shown on a pie chart, the angle would be approximately 168 degrees.

To find the angle, you can use the formula:

(angle) = (fraction of total) x 360 degrees

In this case, the fraction of the total represented by 7/15 is:

7/15 = 0.4667

Multiplying this by 360 degrees gives:

0.4667 x 360 = 168 degrees

Therefore, the angle on the pie chart representing 7/15 would be approximately 168 degrees.
Final answer:

The question asks about converting a fraction into an angle for a pie chart. You multiply the fraction (7/15) by the total degrees in a circle (360 degrees) which gives you approximately 168 degrees.

Explanation:

The subject is tied to the understanding of how data is represented in pie charts, specifically how fractions or percentages can be expressed in terms of angles in a pie chart. This question pertains to the interpretation of pie charts in mathematics, more specifically to fundamental aspects of geometry and data representation.

First, we must understand that a pie chart is a circular chart divided into sectors or 'pies', where the arc length of each sector (and consequently its central angle and area), is proportional to the quantity it represents. So the total measurement for a pie chart is 360 degrees - the same as a full circle. When you have a fraction like 7/15, it represents a portion of the whole. To convert this fraction into an angle for the pie chart, we need to multiply it by the total degrees in a circle.

So, the calculation would be (7/15) * 360. When you do the math, you get around 168 degrees. So if the information 7/15 was shown on a pie chart, it would open up an angle of approximately 168 degrees.

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The following hypotheses are given.
Hos 0.83 H: 0.83
A sample of 100 observations revealed that p=0.87. At the 0.10 significance level, can the null hypothesis be rejected?
a. State the decision rule. (Round your answer to 2 decimal places.)
01:07:12
Reject Hitz
b. Compute the value of the test statistic. (Round your answer to 2 decimal places.)
Value of the test statistic
c. What is your decision regarding the null hypothesis?

Answers

a. The decision rule for a significance level of 0.10 is to reject the null hypothesis if the test statistic is greater than the critical value or if the p-value is less than 0.10.

b. To compute the value of the test statistic, we can use the formula:

Test statistic = (sample proportion - hypothesized proportion) / standard error

Given that the sample proportion is p = 0.87, the hypothesized proportion is p₀ = 0.83, and the sample size is n = 100, the standard error can be calculated as:

Standard error = sqrt((p₀ * (1 - p₀)) / n)

Plugging in the values, we get:

Standard error = sqrt((0.83 * (1 - 0.83)) / 100) ≈ 0.0367

Now, we can calculate the test statistic:

Test statistic = (0.87 - 0.83) / 0.0367 ≈ 1.092

c. To make a decision regarding the null hypothesis, we compare the test statistic to the critical value or compare the p-value to the significance level (0.10 in this case). If the test statistic is greater than the critical value or the p-value is less than 0.10, we reject the null hypothesis. Otherwise, we fail to reject the null hypothesis.

Since the value of the test statistic is approximately 1.092, we compare it to the critical value or calculate the p-value to determine the decision.

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Fill in the blanks with the correct values: The five number summary for a particular quantitative variable is

Min = 9; Q1 = 20; Median = 30; Q3 = 34; Max = 40

The middle 50% of observations are between BLANK and BLANK


50% of observations are less than BLANK
.

The largest 25% of observations are greater than BLANK

Answers

The middle 50% of observations are between 20 and 34. 50% of observations are less than 30. The largest 25% of observations are greater than 34.

The given five number summary for a particular quantitative variable is:

Min = 9

Q1 = 20

Median = 30

Q3 = 34

Max = 40

The middle 50% of observations are between the first quartile, Q1, and the third quartile, Q3. Hence, the middle 50% of observations lie between 20 and 34. The median (which is also the second quartile) is equal to 30, so 50% of the observations are less than 30.Finally, Q3 is the 75th percentile. Hence, 25% of the observations are greater than Q3. Since Q3 is equal to 34, the largest 25% of observations are greater than 34.

The middle 50% of observations are between 20 and 34. 50% of observations are less than 30. The largest 25% of observations are greater than 34.

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Solve and graph -3 x-10>5

Answers

Answer:  x < -5

The graph has an open hole at -5 and shading to the left

The graph is below.

=====================================================

Work Shown:

-3x - 10 > 5

-3x > 5+10

-3x > 15

x < 15/(-3) ... inequality sign flips

x < -5

The inequality sign flips whenever we divide both sides by a negative number.

The graph has an open hole at -5 with shading to the left.

The open hole means "exclude this endpoint from the solution set".


70% of all Americans are home owners. if 47 Americans are
randomly selected,
find the probability that exactly 32 of them are home owners

Answers

Given that 70% of all Americans are homeowners. If 47 Americans are randomly selected, we need to find the probability that exactly 32 of them are homeowners.

The probability distribution is binomial distribution, and the formula to find the probability of an event happening is:

P (x) = nCx * px * q(n - x)Where, n is the number of trialsx is the number of successesp is the probability of successq is the probability of failure, and

q = 1 - pHere, n = 47 (47 Americans are randomly selected)

Probability of success (p) = 70/100

= 0.7Probability of failure

(q) = 1 - p

= 1 - 0.7

= 0.3To find P(32), the probability that exactly 32 of them are homeowners,

we plug in the values:nCx = 47C32

= 47!/(32!(47-32)!)

= 47!/(32! × 15!)

= 1,087,119,700

px = (0.7)32q(n - x)

= (0.3)15Using the formula

,P (x) = nCx * px * q(n - x)P (32)

= 47C32 * (0.7)32 * (0.3)15

= 0.1874

Hence, the probability that exactly 32 of them are homowner are 0.1874

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Question 13 of 25
The graph of a certain quadratic function has no x-intercepts. Which of the
following are possible values for the discriminant? Check all that apply.
A. -18
B. 0
C. 3
D. -1
SUBMIT

Answers

Answer:

Since the graph of a certain quadratic function has no x-intercepts, the discriminant has to be negative, so A and D are possible values for the discriminant.

This test: 100 point (s) possible This question: 2 point (s) possible Find an equation for the line with the given properties. Express your answer using either the general form or the slope -intercept

Answers

The slope-intercept form of a linear equation is [tex]y = mx + b[/tex], where m is the slope of the line and b is the y-intercept.

A linear equation is of the form [tex]y = mx + b[/tex]. The slope-intercept form of a linear equation is [tex]y = mx + b[/tex], where m is the slope of the line and b is the y-intercept. The slope is the change in the y-coordinates divided by the change in the x-coordinates. For example, if the slope of the line is 2, then for every one unit that x increases, y increases by two units.

The general form of a linear equation is [tex]Ax + By = C[/tex], where A, B, and C are constants.

To convert the slope-intercept form to the general form, rearrange the equation to get [tex]-mx + y = b[/tex].

Multiply each term of the equation by -1 to get [tex]mx - y = -b[/tex].

Finally, rearrange the equation to get [tex]Ax + By = C[/tex], where [tex]A = m[/tex], [tex]B = -1[/tex], and[tex]C = -b[/tex].

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A sponsor wants to supplement the budget allotted for each family by providing an additional P^(1), 500.00. a. If g(x) represents this new amount allotted for each family, construct a function representing the family. b. What will be the amount of each relief packs?

Answers

a. The function representing the new amount allotted for each family is g(x) = x + P^(1), 500.00.

b. The amount of each relief pack will be P^(3), 500.00.

a. The function representing the new amount allotted for each family, g(x), can be constructed as follows:

g(x) = x + P^(1), 500.00

Here, x represents the initial budget allotted for each family, and P^(1), 500.00 represents the additional amount provided by the sponsor.

b. To determine the amount of each relief pack, we need to know the initial budget allotted for each family (represented by x) and the additional amount provided by the sponsor (P^(1), 500.00).

Let's assume the initial budget allotted for each family is x = P^(2), 000.00.

Using the function g(x) = x + P^(1), 500.00, we can substitute the value of x:

g(P^(2), 000.00) = P^(2), 000.00 + P^(1), 500.00

Simplifying the expression, we get:

g(P^(2), 000.00) = P^(3), 500.00

Therefore, the amount of each relief pack after the sponsor's additional contribution will be P^(3), 500.00.

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vertex at (4,3), axis of symmetry with equation y=3, length of latus rectums 4, and 4p>0

Answers

The given information describes a parabola with vertex at (4,3), axis of symmetry with equation y=3, and a latus rectum length of 4. The value of 4p is positive.

1. The axis of symmetry is a horizontal line passing through the vertex, so the equation y=3 represents the axis of symmetry.

2. Since the latus rectum length is 4, we know that the distance between the focus and the directrix is also 4.

3. The focus is located on the axis of symmetry and is equidistant from the vertex and directrix, so it has coordinates (4+2, 3) = (6,3).

4. The directrix is also a horizontal line and is located 4 units below the vertex, so it has the equation y = 3-4 = -1.

5. The distance between the vertex and focus is p, so we can use the distance formula to find that p = 2.

6. Since 4p>0, we know that p is positive and thus the parabola opens to the right.

7. Finally, the equation of the parabola in standard form is (y-3)^2 = 8(x-4).

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An organization drills 3 wells to provide access to clean drinking water. The cost (in dollars ) to drill and maintain the wells for n years is represented by 34,500+540n . Write and interpret an expr

Answers

This means that the total cost for drilling and maintaining the wells for 5 years would be $37,500.

The expression representing the cost (in dollars) to drill and maintain the wells for n years is given by:

34,500 + 540n

In the given expression, the constant term 34,500 represents the initial cost of drilling the wells, which includes expenses such as equipment, labor, and permits. The term 540n represents the cost of maintaining the wells for n years, with 540 being the annual maintenance cost per well.

Interpreting the expression:

The expression allows us to calculate the total cost of drilling and maintaining the wells for a given number of years, n. As the value of n increases, the cost will increase proportionally, reflecting the additional expenses incurred for maintenance over time.

For example, if we plug in n = 5 into the expression, we can calculate the cost of drilling and maintaining the wells for 5 years:

[tex]\(34,500 + 540 \times 5 = 37,500\).[/tex]

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please solve :( i can’t figure it out whatsoever

Answers

Answer:

  a) see attached

  b) 15015 meters

Step-by-step explanation:

You want the voltage, current, resistance, and power for each component of the circuit shown in the diagram.

Voltage and current laws

The relevant circuit relations are ...

Kirchoff's voltage law: the sum of voltages around a loop is zeroKirchoff's current law: the sum of currents into a node is zeroOhm's law: voltage is the product of current and resistanceSeries: elements in series have the same currentParallel: elements in parallel have the same voltage

Voltage

Given current and resistance for element 1, we immediately know its voltage is ...

  V = IR = (4)(10) = 40 . . . . volts

Given the voltage on element 3, we know that parallel element 2 has the same voltage: 30 volts.

Given the voltage at T is 90 volts, the sum of voltages on elements 1, 2, and 4 must be 90 volts. That means the voltage on element 4 is ...

  90 -(40 +30) = 20

Current

The current in elements 1, 4, and T are all the same, because these elements are in series. They are all 4 amperes.

That 4 ampere current is split between elements 2 and 3. The table tells us that element 2 has a current of 1 ampere, so element 3 must have a current of ...

  4 - 1 = 3 . . . . amperes

Resistance

The resistance of each element is the ratio of voltage to current:

  R = V/I

Dividing the V column by the I column gives the values in the R column.

Note that power source T does not have a resistance of 22.5 ohms. Rather, it is supplying power to a circuit with an equivalent resistance of 22.5 ohms.

Power

Power is the product of voltage and current. Multiplying the V and I columns gives the value in the P column.

Note that the power supplied by the source T is the sum of the powers in the load elements.

b) Wavelength

We found that the transmitter is receiving a power of 90 watts, so its operating frequency is ...

  (90 W)×(222 Hz/W) = 19980 Hz

Then the wavelength is ...

  λ = c/f

  λ = (3×10⁸ m/s)/(19980 cycles/s) ≈ 15015 m/cycle

The wavelength of the broadcast is about 15015 meters.

__

Additional comment

The voltage and current relations are "real" and used by circuit analysts everywhere. The relationship of frequency and power is "made up" specifically for this problem. You will likely never see such a relationship again, and certainly not in "real life."

Kirchoff's voltage law (KVL) means the sum of voltage rises (as at T) will be the sum of voltage drops (across elements 1, 2, 4).

Kirchoff's current law (KCL) means the sum of currents into a node is equal to the sum of currents out of the node. At the node between elements 1 and 2, this means the 4 amps from element 1 into the node is equal to the sum of the currents out of the node: 1 amp into element 2 and the 3 amps into element 3.

As with much of math and physics, there are a number of relations that can come into play in any given problem. You are expected to remember them all (or have a ready reference).

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Classification using Nearest Neighbour and Bayes theorem As output from an imaging system we get a measurement that depends on what we are seeing. For three different classes of objects we get the following measurements. Class 1 : 0.4003,0.3985,0.3998,0.3997,0.4015,0.3995,0.3991 Class 2: 0.2554,0.3139,0.2627,0.3802,0.3247,0.3360,0.2974 Class 3: 0.5632,0.7687,0.0524,0.7586,0.4443,0.5505,0.6469 3.1 Nearest Neighbours Use nearest neighbour classification. Assume that the first four measurements in each class are used for training and the last three for testing. How many measurements will be correctly classified?

Answers

Nearest Neighbor (NN) technique is a straightforward and robust classification algorithm that requires no training data and is useful for determining which class a new sample belongs to.

The classification rule of this algorithm is to assign the class label of the nearest training instance to a new observation, which is determined by the Euclidean distance between the new point and the training samples.To determine how many measurements will be correctly classified, let's go step by step:Let's use the first four measurements in each class for training, and the last three measurements for testing.```


Class 1: train = (0.4003,0.3985,0.3998,0.3997) test = (0.4015,0.3995,0.3991)
Class 2: train = (0.2554,0.3139,0.2627,0.3802) test = (0.3247,0.3360,0.2974)
Class 3: train = (0.5632,0.7687,0.0524,0.7586) test = (0.4443,0.5505,0.6469)```

We need to determine the class label of each test instance using the nearest neighbor rule by calculating its Euclidean distance to each training instance, then assigning it to the class of the closest instance.To do so, we need to calculate the distances between the test instances and each training instance:```
Class 1:
0.4015: 0.0028, 0.0020, 0.0017, 0.0018
0.3995: 0.0008, 0.0010, 0.0004, 0.0003
0.3991: 0.0004, 0.0006, 0.0007, 0.0006

Class 2:
0.3247: 0.0694, 0.0110, 0.0620, 0.0555
0.3360: 0.0477, 0.0238, 0.0733, 0.0442
0.2974: 0.0680, 0.0485, 0.0353, 0.0776

Class 3:
0.4443: 0.1191, 0.3246, 0.3919, 0.3137
0.5505: 0.2189, 0.3122, 0.4981, 0.2021
0.6469: 0.0837, 0.1222, 0.5945, 0.1083```We can see that the nearest training instance for each test instance belongs to the same class:```
Class 1: 3 correct
Class 2: 3 correct
Class 3: 3 correct```Therefore, we have correctly classified all test instances, and the accuracy is 100%.

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2. (14 points) Find a function F(n) with the property that the graph of y- F(x) is the
result of applying the following transformations to the graph of
v=1²+2r. First, stretch the graph horizontally by a factor of 4, then shift the resulting graph 7 units down and 3 units to the left. Leave your answer unsimplified. You don't have to sketch the graph,

Answers

Given that, the graph of y - F(x) is the result of applying the following transformations to the graph of v = 1² + 2r.Therefore, the function F(n) can be determined by applying the inverse of these transformations.

The correct option is (C)

The graph of v = 1² + 2r is a parabola.

To stretch it horizontally by a factor of 4, replace r with r/4: v = 1² + 2r/4²

or v = 1 + r/8.

Now, shifting the graph down by 7 units means replacing v with (v - 7): v - 7 = 1 + r/8

or v = r/8 + 8.

Finally, shifting the graph 3 units to the left means replacing r with (r + 3): v = (r + 3)/8 + 8

or v = (r + 24)/8.

The function F(n) is given by F(n) = (n + 24)/8.

We know that the graph of v = 1² + 2r is a parabola. Then the transformations of the graph are as follows: To stretch the graph horizontally by a factor of 4, we replace r with r/4: v = 1² + 2r/4²

or v = 1 + r/8.

Now, shift the resulting graph 7 units down by replacing v with (v - 7): v - 7 = 1 + r/8

or v = r/8 + 8.

Finally, shift the resulting graph 3 units to the left by replacing r with (r + 3): v = (r + 3)/8 + 8

or v = (r + 24)/8.

Thus, the function F(n) is given by F(n) = (n + 24)/8. To determine the function F(n) with the given graph, we need to apply the inverse transformations of the graph. First, we stretch the graph horizontally by a factor of 4. This can be done by replacing r with r/4, which gives v = 1² + 2r/4²

or v = 1 + r/8.

Next, we shift the resulting graph down 7 units by replacing v with (v - 7), which gives v - 7 = 1 + r/8

or v = r/8 + 8.

Finally, we shift the resulting graph 3 units to the left by replacing r with (r + 3), which gives v = (r + 3)/8 + 8

or v = (r + 24)/8.

Therefore, the function F(n) is given by F(n) = (n + 24)/8.

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Multiply.

Answer as a fraction. Do not include spaces in your answer


5 1/6•(-2/5) =???

Answers

When multiplied, 5 1/6 and -2/5 equals -31/15.

To multiply 5 1/6 by -2/5, we first need to convert the mixed number to an improper fraction:

5 1/6 = (6 x 5 + 1) / 6 = 31/6

Now we can multiply the fractions:

(31/6) x (-2/5) = -(62/30)

We can simplify this fraction by dividing both the numerator and denominator by their greatest common factor (2):

-(62/30) = -31/15

Therefore, when multiplied, 5 1/6 and -2/5 equals -31/15.

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If E and F are disjoint events, then P(E or F)= P(E)+P(F) P(E)+P(F)−P(E and F). P(E). P(F). P(E and F).

Answers

we can conclude that if E and F are disjoint events, then the probability of E or F occurring is given by P(E or F) = P(E) + P(F) using the formula mentioned in the question.

If E and F are disjoint events, the probability of E or F occurring is given by the formula P(E or F) = P(E) + P(F).

To understand this concept, let's consider an example:

Suppose E represents the event of getting a 4 when rolling a die, and F represents the event of getting an even number when rolling the same die. Here, E and F are disjoint events because getting a 4 is not an even number. The probability of getting a 4 is 1/6, and the probability of getting an even number is 3/6 or 1/2.

Therefore, the probability of getting a 4 or an even number is calculated as follows:

P(E or F) = P(E) + P(F) = 1/6 + 1/2 = 2/3.

This formula can be extended to three or more events, but when there are more than two events, we need to subtract the probabilities of the intersection of each pair of events to avoid double-counting. The extended formula becomes:

P(A or B or C) = P(A) + P(B) + P(C) - P(A and B) - P(B and C) - P(C and A) + P(A and B and C).

The formula in the question, P(E or F) = P(E) + P(F) - P(E and F), is a simplified version when there are only two events. Since E and F are disjoint events, their intersection probability P(E and F) is 0. Thus, the formula simplifies to:

P(E or F) = P(E) + P(F) - P(E and F) = P(E) + P(F) - 0 = P(E) + P(F).

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Given f(x)=−6+x2, calculate the average rate of change on each of the given intervals. (a) The average rate of change of f(x) over the interval [−4,−3.9] is (b) The average rate of change of f(x) over the interval [−4,−3.99] is (c) The average rate of change of f(x) over the interval [−4,−3.999] is (d) Using (a) through (c) to estimate the instantaneous rate of change of f(x) at x=−4, we have

Answers

The average rate of change on each of the given intervals and the estimate of the instantaneous rate of change of f(x) at x = -4 is calculated and the answer is found to be -∞.

Given f(x)=−6+x², we have to calculate the average rate of change on each of the given intervals.

Using the formula, The average rate of change of f(x) over the interval [a,b] is given by:  f(b) - f(a) / b - a

(a) The average rate of change of f(x) over the interval [-4, -3.9] is given by: f(-3.9) - f(-4) / -3.9 - (-4)f(-3.9) = -6 + (-3.9)² = -6 + 15.21 = 9.21f(-4) = -6 + (-4)² = -6 + 16 = 10

The average rate of change = 9.21 - 10 / -3.9 + 4 = -0.79 / 0.1 = -7.9

(b) The average rate of change of f(x) over the interval [-4, -3.99] is given by: f(-3.99) - f(-4) / -3.99 - (-4)f(-3.99) = -6 + (-3.99)² = -6 + 15.9601 = 9.9601

The average rate of change = 9.9601 - 10 / -3.99 + 4 = -0.0399 / 0.01 = -3.99

(c) The average rate of change of f(x) over the interval [-4, -3.999] is given by:f(-3.999) - f(-4) / -3.999 - (-4)f(-3.999) = -6 + (-3.999)² = -6 + 15.996001 = 9.996001

The average rate of change = 9.996001 - 10 / -3.999 + 4 = -0.003999 / 0.001 = -3.999

(d) Using (a) through (c) to estimate the instantaneous rate of change of f(x) at x = -4, we have

f'(-4) = lim h → 0 [f(-4 + h) - f(-4)] / h= lim h → 0 [(-6 + (-4 + h)²) - (-6 + 16)] / h= lim h → 0 [-6 + 16 - 8h - 6] / h= lim h → 0 [4 - 8h] / h= lim h → 0 4 / h - 8= -∞.

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tanning parlor located in a major located in a major shopping center near a large new england city has the following history of customers over the last four years (data are in hundreds of customers) year feb may aug nov yearly totals 2012 3.5 2.9 2.0 3.2 11.6 2013 4.1 3.4 2.9 3.6 14 2014 5.2 4.5 3.1 4.5 17.3 2015 6.1 5.0 4.4 6.0 21.5

Answers

The Cycle Factor Forecast is 0.13,0.13,0.13,0.13 and the Overall Forecast is 6.3,5.4,4.9,6.3.

Time series forecasting differs from supervised learning in their goal. One of the main variables in forecasting is the history of the very metric we are trying to predict. Supervised learning on the other hand usually seeks to predict using primarily exogenous variables.

A and B. The table is shown below with attached python code at the very end. To get this values simply use stats model as they have all the functions needed. Seasonal index is also in the table.

C and D: To forecast either of these, we will use tbats with a frequency of 4 which has proven to be better than an auto arima on average. Again code, is attached at end. Forecasts are below. It seems tabs though a naïve forecast was best for the cycle factor.

Cycle Factor Forecast: 0.13,0.13,0.13,0.13

Overall Forecast: 6.3,5.4,4.9,6.3

E:0.324

Again I simply created a function in python to calculate the RMSE of any two time series.

F.

CODE:

import pandas as pd

from statsmodels.tsa.seasonal import seasonal_decompose

import numpy as np

import matplotlib.pyplot as plt

data=3.5,2.9,2.0,3.2,4.1,3.4,2.9,2.6,5.2,4.5,3.1,4.5,6.1,5,4.4,6,6.8,5.1,4.7,6.5

df=pd.DataFrame()

df"actual"=data

df.index=pd.date_range(start='1/1/2004', periods=20, freq='3M')

df"mv_avg"=df"actual".rolling(4).mean()

df"trend"=seasonal_decompose(df"actual",two_sided=False).trend

df"seasonal"=seasonal_decompose(df"actual",two_sided=False).seasonal

df"cycle"=seasonal_decompose(df"actual",two_sided=False).resid

def rmse(predictions, targets):

return np.sqrt(((predictions - targets) ** 2).mean())

rmse_values=rmse(np.array(6.3,5.4,4.9,6.3),np.array(6.8,5.1,4.7,6.5))

plt.style.use("bmh")

plot_df=df.ilocNo InterWiki reference defined in properties for Wiki called ""!

plt.plot(plot_df.index,plot_df"actual")

plt.plot(plot_df.index,plot_df"mv_avg")

plt.plot(plot_df.index,plot_df"trend")

plt.plot(df.ilocNo InterWiki reference defined in properties for Wiki called "-4"!.index,6.3,5.4,4.9,6.3)

plt.legend("actual","mv_avg","trend","predictions")

Therefore, the Cycle Factor Forecast is 0.13,0.13,0.13,0.13 and the Overall Forecast is 6.3,5.4,4.9,6.3.

Learn more about the Cycle Factor Forecast here:

https://brainly.com/question/32348366.

#SPJ4

"Your question is incomplete, probably the complete question/missing part is:"

A tanning parlor located in a major shopping center near a large New England city has the following history of customers over the last four years (data are in hundreds of customers):

a. Construct a table in which you show the actual data (given in the table), the centered moving average, the centered moving-average trend, the seasonal factors, and the cycle factors for every quarter for which they can be calculated in years 1 through 4.

b. Determine the seasonal index for each quarter.

c. Project the cycle factor through 2008.

d. Make a forecast for each quarter of 2008.

e. The actual numbers of customers served per quarter in 2008 were 6.8, 5.1, 4.7 and 6.5 for quarters 1 through 4, respectively (numbers are in hundreds). Calculate the RMSE for 2008.

f. Prepare a time-series plot of the actual data, the centered moving averages, the long-term trend, and the values predicted by your model for 2004 through 2008 (where data are available).

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