If Y1, Y2, . . . , Yn denote a random sample from the normal distribution with mean μ and variance σ^2, find the method-of-moments estimators of μ and σ^2.

Answers

Answer 1

The method-of-moments estimators of μ and σ² are μ = sample mean,
σ² = sample second moment - sample mean².

To find the method-of-moments estimators of μ and σ², we need to first calculate the first and second moments of the normal distribution.

The first moment is simply the mean , which is equal to μ.

The second moment is the variance plus the square of the mean, which is equal to σ² + μ².

To estimate μ, we can set the sample mean equal to the population mean μ, and solve for μ:

sample mean = μ
μ = sample mean

To estimate σ², we can set the sample second moment equal to the population second moment, and solve for σ²:

sample second moment = σ² + μ²
σ² = sample second moment - μ²

Therefore, the method-of-moments estimators of μ and σ² are:

μ = sample mean
σ² = sample second moment - sample mean².

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Related Questions

The National Association of Colleges and Employers (NACE) Spring Salary Survey shows that the current class of college graduates received an average starting-salary offer of $48,127. Your institution collected an SRS (n = 300) of its recent graduates and obtained a 95% confidence interval of ($46,382, $48,008). What can we conclude about the difference between the average starting salary of recent graduates at your institution and the overall NACE average? Write a short summary.

Answers

Based on the information provided, we can conclude that the average starting salary of recent graduates at the institution is likely not significantly different from the overall NACE average of $48,127.

This is because the 95% confidence interval obtained from the institution's SRS includes the NACE average.

However, it is important to note that this conclusion is limited to the specific sample size and methodology used by the institution for their survey.

The National Association of Colleges and Employers (NACE) Spring Salary Survey indicates an average starting-salary offer of $48,127 for recent college graduates.

In comparison, your institution conducted a survey using a Simple Random Sample (SRS) of 300 graduates and calculated a 95% confidence interval of ($46,382, $48,008) for their average starting salary.

In summary, the confidence interval suggests that the average starting salary of recent graduates at your institution is likely to fall between $46,382 and $48,008.

Since the NACE average of $48,127 is not within this interval, it can be concluded that there is a difference between the average starting salary at your institution and the overall NACE average, with your institution's average being slightly lower.

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Video Que Q.1 Pythagorean theorem 155 A flying squirrel lives in a nest that is 8 meters up in a tree, but wants to eat an acorn that is on the ground 2 meters away from the base of his tree. If the flying squirrel glides from his nest to the acorn, then scurries back to the base of the tree, and then climbs back up the tree to his nest, how far will the flying squirrel travel in total? If necessary, round to the nearest tenth​

Answers

The distance that is being travelled by the flying squirrel in total would be = 18.2m.

How to calculate the distance covered by the flying squirrel?

To calculate the distance covered by the squirrel, the Pythagorean formula should be used. That is;

C² = a² + b²

a = 8m

b = 2m

c²= 8² + 2²

= 64+4

c = √68

= 8.2m

The total distance travelled by the flying squirrel is to find the perimeter of the triangle covered by the squirrel.

perimeter = length+width+height

= 8+2+8.2 = 18.2m.

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I need help with this. I got B, but I feel like my method is faulty.

Answers

Answer:

  B.  6/7

Step-by-step explanation:

You want the radius of each of two circles tangent to each other and the extended segments of ∆ABC.

Proportion

Referring to the attached figure, we see that ∆EGF is similar to ∆ABC. This means EG/EF = AB/AC = 5/4.

∆AGH is also similar to ∆ABC, so we also have the proportion ...

  GH/AH = BC/AC = 3/4

In terms of radius r, GH = (3+5/4)r, and AH = r +4:

  (17/4)r / (r +4) = 3/4

  17r = 3(r +4) . . . . . . . . multiply by 4(r+4)

  14r = 12 . . . . . . . . subtract 3r

  r = 6/7 . . . . . . divide by 14, simplify

The radius of each circle is 6/7 units.

how many terms of the series sigma^[infinity]_n=1 5/(2n 1)^4 are needed so that the sum is accurate to within 0.00001.[Give the smallest value of n for which this is true.]____________

Answers

At least 5 terms of the series are needed for the sum to be accurate to within 0.00001.

To find the smallest value of n for which the sum of the series σ^[infinity]_n=1 5/(2n-1)^4 is accurate to within 0.00001, follow these steps,

1. Recognize that the given series is a converging series since the terms are positive and decreasing.
2. Use the Remainder Estimation Theorem for alternating series, which states that the error in using the sum of the first n terms of a converging alternating series is less than the (n+1)th term.
3. In this case, the error should be less than 0.00001, so we have:
  5/(2(n+1)-1)^4 < 0.00001

4. Solve for n,
  (2(n+1)-1)^4 < 5/0.00001
  (2n+1)^4 < 500000
  n = 4.54 (approximately)

Since n must be an integer, the smallest value of n that satisfies the condition is n = 5. Therefore, at least 5 terms of the series are needed for the sum to be accurate to within 0.00001.

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Evaluate the geometric series or state that it diverges Infinity sigma n = 0 e -4n = Select the correct choice below and, if necessary, fill in the A. Infinity sigma n = 0 e -4n = B. The series diverges.

Answers

The correct choice is:
A. Infinity sigma n = 0 e^(-4n) = 1 / (1 - e^(-4))


To evaluate the given geometric series or state that it diverges, we need to first identify the general form of a geometric series:

Σ (from n=0 to infinity) ar^n

where 'a' is the first term and 'r' is the common ratio between consecutive terms.

In the given series, Σ (from n=0 to infinity) e^(-4n), we can identify that:

a = e^(0) = 1
r = e^(-4)

For a geometric series to converge, the common ratio 'r' must be between -1 and 1 (excluding -1 and 1):

-1 < r < 1

In this case:

-1 < e^(-4) < 1

Since the common ratio 'r' is between -1 and 1, the series converges, and we can use the formula to find the sum of an infinite geometric series:

S = a / (1 - r)

Substitute the values of 'a' and 'r':

S = 1 / (1 - e^(-4))

So, the correct choice is:

A. Infinity sigma n = 0 e^(-4n) = 1 / (1 - e^(-4))

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Find the inverse laplace transform of F(s)=(8s^2-4s+12)/s(s^2+4)

Answers

The inverse Laplace transform of F(s)=(8s^2-4s+12)/s(s^2+4) is 3 + 5cos(2t) - 2sin(2t).

Explanation:

To determine the inverse Laplace transform of(8s^2-4s+12)/s(s^2+4), follow these steps:

Step 1: To find the inverse Laplace transform of F(s)=(8s^2-4s+12)/s(s^2+4), use partial fraction decomposition:

F(s) = (A/s) + (Bs+C)/(s^2+4)

Step 2: Multiplying both sides by s(s^2+4) and equating coefficients, we get:

8s^2 - 4s + 12 = A(s^2+4) + (Bs+C)s

Simplifying, we get:

8s^2 - 4s + 12 = As^2 + 4A + B*s^2 + Cs

Equating coefficients, we get:

A + B = 8

C = -4

4A = 12

Solving for A, B, and C, we get:

A = 3

B = 5

C = -4

Therefore, we can write F(s) as:

F(s) = 3/s + (5s-4)/(s^2+4)

Step 3: Taking the inverse Laplace transform of each term separately, we get:

L^-1{3/s} = 3

L^-1{(5s-4)/(s^2+4)} = 5L^-1{s/(s^2+4)} - 2L^-1{1/(s^2+4)}

Using the table of Laplace transforms, we can find that:

L^-1{s/(s^2+4)} = cos(2t)

L^-1{1/(s^2+4)} = (1/2) sin(2t)

Therefore, the inverse Laplace transform of F(s) is:

L^-1{F(s)} = 3 + 5cos(2t) - 2sin(2t). where L^-1 denotes the inverse Laplace transform operator.

Therefore, the inverse Laplace transform of (8s^2-4s+12)/s(s^2+4) is 3 + 5cos(2t) - 2sin(2t).

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Find and calculate the value of c such that ∑ [infinity] n=0 e^nc = 3

Answers

The value of c is approximately -0.4055.

To find the value of c such that the sum ∑ (from n=0 to infinity) of e(nc) equals 3, we recognize this as a geometric series. For a geometric series to converge, the common ratio (r) must be between -1 and 1. In this case, r = ec.

The sum of an infinite geometric series is given by the formula S = a / (1 - r), where a is the first term and r is the common ratio.

In this problem, a = e(0c) = 1, and we want the sum S = 3. Plugging in the values:

3 = 1 / (1 - ec)

Now, solve for c:

1 - ec = 1/3
ec = 2/3

Take the natural logarithm (ln) of both sides:

ln(ec) = ln(2/3)
c = ln(2/3)

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how do i write the inequality of this?​

Answers

Answer:

y < 3

Step-by-step explanation:

The line is y = 3

Since it is under the line,

y < 3

Since it is dotted, it will remain as y < 3

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. (4 4 4 4 4 4 pts). suppose that, for −1 ≤ α ≤ 1, the probability density function of (y1, y2) is given by f(y1, y2) = ( [1 − α{(1 − 2e −y1 )(1 − 2e −y2 )}]e −y1−y2 , 0 ≤ y1, 0 ≤ y2, 0, elsewhere.

Answers

[tex][1 - {(1-2e-y_1 )(1 -2e-y_2 )}](e -y_1-y_2 )dy_1dy_2[/tex]Therefore, [tex]f(y_1, y_2)[/tex] is a valid probability density function for −1 ≤ α ≤ 1, since it satisfies the non-negativity and normalization properties.

To determine if the given probability density function [tex]f(y_1, y_2)[/tex]is valid, we need to check that it satisfies the following two properties:

[tex]f(y_1, y_2)[/tex] is non-negative for all [tex](y_1, y_2)[/tex]

The integral of [tex]f(y_1, y_2)[/tex]over the entire [tex](y_1-y_2)[/tex] plane is equal to 1.

Non-negativity:

[tex]f(y_1, y_2)[/tex] is non-negative if it is greater than or equal to zero for all [tex]y_{2}[/tex] and [tex]y_{2}[/tex].

For 0 ≤ y1, 0 ≤ y2, we have

[tex][1 - {(1-2e-y_1 )(1 -2e-y_2 )}]e -y_1-y_2 \geq 0[/tex]

since the term in the brackets is between 0 and 1 for −1 ≤ α ≤ 1.

For all other values of y1 and y2, f(y1, y2) is zero, which is non-negative.

Therefore, f(y1, y2) is non-negative for all (y1, y2).

Normalization:

The integral of f(y1, y2) over the entire y1-y2 plane is equal to 1, i.e.,

∫∫[tex]f(y_1, y_2)dy1dy^2[/tex] = 1

We split the integral into two parts:

∫∫[tex]f(y_1, y_2)dy_1dy_2[/tex] = ∫∫[tex][1 - {(1-2e-y_1 )(1 -2e-y_2 )}](e -y_1-y_2 )dy_1dy_2[/tex]

The integral on the right-hand side can be evaluated using the fact that the integral of e^(-y) over the entire positive real line is equal to 1.

∫∫[tex]f(y_1, y_2)dy_1dy_2[/tex] = ∫∫[tex][1 - {(1-2e-y_1 )(1 -2e-y_2 )}](e -y_1-y_2 )dy_1dy_2[/tex]

= ∫∫[tex][e -y_1 e -y_2 -e -y_1 e -y_2 (1 −-2e -y_1 )(1 - 2e y_2 )]dy_1dy_2[/tex]

= ∫0∞e −y2 dy2 ∫0∞e −y1dy1 − α∫0∞e −y2 dy2 ∫0∞e −y1dy1 ∫0∞(1 − 2e −y1 )(1 − 2e −y2) e −y1−y2dy1dy2

= 1 − α(1 − 1)(1 − 1)∫0∞e −y2 dy2 ∫0∞e −y1dy1

= 1

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Determine whether the nonhomogeneous system Ax = b is consistent, and if so, write the solution in the form x = xn + xp where xh is a solution of Ax = 0 and xp is a particular solution of Ax = b.

2x - 4y + 5z = 8
-7x + 14y + 4z = -28
3x - 6y + z = 12

Answers

The general solution of non-homogeneous system can be written as:

x = xh + xp = [2t + 1, t, -2s - 2] + [-1, -28, 1]

We can now write the augmented matrix of the system as:

[2    -4    5     8]

[-7   14   4   -28]

[3   -6    1      12]

We can use row reduction to determine whether the system is consistent and to find its solutions.

Performing the row reduction, we get:

[1  -2  0  2]

[0   0  1 -2]

[0   0  0 0]

From the last row of the row-reduced matrix, we can see that the system has a dependent variable, which means that there are infinitely many solutions. We can write the general solution as:

x = x1 = 2t + 1

y = y1 = t

z = z1 = -2s - 2

Here, t and s are arbitrary parameters.

To find a particular solution, we can use any method we like. One method is to use the method of undetermined coefficients. We can guess that xp is a linear combination of the columns of A, with unknown coefficients:

xp = k1[2 -7 3] + k2[-4 14 -6] + k3[5 4 1]

where k1, k2, and k3 are unknown coefficients.

We can substitute this into the system and solve for the coefficients. This gives:

k1 = -1

k2 = -2

k3 = 1

Therefore, a particular solution is:

xp = [-1 -28 1]

So the general solution can be written as:

x = xh + xp = [2t + 1, t, -2s - 2] + [-1, -28, 1]

where t and s are arbitrary parameters.

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complete the transformations below. then enter the final coordinates of the figure

Answers

The transformations of coordinates of A(2,2) is  A'' = (-1, -1) , B(1, -2) is  B'' = (0, 3) and C (4,-4) is  C'' = (-3, 5).

The coordinates are given in the figure as,

A's coordinates are (2, 2) ;

B's coordinates are (1, -2) ;

and C's coordinates are (4, -4)

The coordinates are to be transformed as A", B" and C'' as,

First invert the number's sign and then to add up 1.

Therefore,

For A" :

At x- axis, +2 becomes -2 and the by adding 1 we get, -1

Similarly at y- axis, +2 becomes -2 and the by adding 1 we get, -1

Thus, A'' = (-1, -1)

For B" :

At x- axis, +1 becomes -1 and the by adding 1 we get, 0

Similarly at y- axis, -2 becomes +2 and the by adding 1 we get, +3

Thus, B'' = (0, 3)

For C" :

At x- axis, +4 becomes -4 and the by adding 1 we get, -3

Similarly at y- axis, -4 becomes +4 and the by adding 1 we get, +5

Thus, C'' = (-3, 5)

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Answer:A(-1,5) B(0,1) C(-3,-1)

Step-by-step explanation:I had the question

Select the correct answer. Which graph represents the solution to this system of inequalities? y < -x − 3 y > 2x – 4

Answers

Answer I attached you a graph.
If you graph your inequality this is what it looks like.
Since you didn’t give graphs to chose from you can compare this one to your choices.

Segments HS and WB are equal in length. HS= (8x +15) and WB = (12-13). Which of the following is the value of x?
A) 3
B)4
C)6.5
D)7

Answers

Since HS=WB, we can set their expressions equal to each other:

8x + 15 = 12 - 13

Simplifying the right-hand side:

8x + 15 = -1

Subtracting 15 from both sides:

8x = -16

Dividing both sides by 8:

x = -2

Therefore, none of the given options are correct.

Answer:lol it was 7

Step-by-step explanation:

Syrinus and Natalia were filling their rectangular garden with dirt. The area of the garden is 30 feet. If the length of the garden is 6 feet, what is the width?​

Answers

Answer:

The answer is 5ft

Step-by-step explanation:

A=L×B

A=L×W

30=6×W

30=6W

divide both sides by 6

W=5ft

A 2pi -periodic signal x(t) is specified over one period as x(t) = (1/A t 0 lessthanorequalto t < A 1 A lessthanorequalto t < pi 0 pi lessthanorequalto t < 2pi Sketch x(t) over two periods from t = 0 to 4pi. Show that the exponential Fourier series coefficients D_pi for this series are given by x(t) = {2 pi - A/4 pi n = 0 1/2 pi n (e^-j A n - 1/An) otherwise

Answers

The exponential Fourier series coefficients [tex]$D_n n$[/tex] for [tex]$x(t)$[/tex] are:

[tex]$D_n n=\{(p i-A) / 2 p i$[/tex] for [tex]$n=0$[/tex]

[tex]\left\{(-1)^{\wedge} n /(n \mathrm{~A})\right.[/tex] for [tex]$n=+/-1,+/-2, \ldots$[/tex]

To sketch [tex]$x(t)$[/tex] over two periods from [tex]$t=0$[/tex] to [tex]$4 \mathrm{pi}$[/tex], we first need to plot one period of [tex]$x(t)$[/tex], which is given as:

[tex]$$\begin{aligned}& \mathrm{x}(\mathrm{t})=(1 / \mathrm{A}) \mathrm{t} 0 < =\mathrm{t} < \mathrm{A} \\& =\mathrm{A} \mathrm{A} < =\mathrm{t} < \mathrm{pi} \\& =0 \mathrm{pi} < =\mathrm{t} < 2 \mathrm{pi}\end{aligned}$$[/tex]

The plot of one period of [tex]x(t)[/tex] is shown below:

  |          /\

  |         /  \

A |        /    \

  |       /      \

  |      /        \

  |_____/          \_____

     0     A      pi    2pi

To sketch [tex]x(t)[/tex] over two periods, we need to repeat this pattern twice. Since [tex]x(t)[/tex] is a 2pi-periodic signal, we only need to sketch one period to represent the entire signal over any number of periods. Therefore, we can simply repeat the above plot twice to obtain the sketch of [tex]x(t)[/tex] over two periods from [tex]t = 0[/tex] to [tex]4pi[/tex], as shown below:

  |          /\          /\

  |         /  \        /  \

A |        /    \      /    \

  |       /      \    /      \

  |_____/        \__/        \_____

     0     A      pi         2pi  3pi

To find the exponential Fourier series coefficients [tex]D_n[/tex], we can use the formula:

[tex]$D_{\ldots} n=(1 / T) * \int[T] x(t) e^{\wedge}(-j n w 0 t) d t$[/tex]

where T is the period of [tex]$x(t)$[/tex], w0 is the fundamental angular frequency, and n is an integer. Since [tex]$x(t)$[/tex] is a 2pi-periodic signal, we have [tex]$T=2 p i$[/tex] and [tex]$\mathrm{wO}=2 \mathrm{pi} / \mathrm{T}=1$[/tex].

The Fourier series coefficients [tex]$D_n n$[/tex] for [tex]$n=0,+/-1,+/-2, \ldots$[/tex] are given by:

[tex]$D_{\ldots} n=(1 / 2 p i) * \int[2 \mathrm{pi}] x(\mathrm{t}) \mathrm{e}^{\wedge}(-j n t) d t$[/tex]

For [tex]$\mathrm{n}=0$[/tex], we have:

[tex]{ D_0 }$[/tex][tex]=(1 / 2 p i)^* \int[2 \mathrm{pi}] \times(t) d t$[/tex]

[tex]=(1 / 2 \mathrm{pi}) *\left[(1 / \mathrm{A}) * \int[\mathrm{A}] \mathrm{t} d \mathrm{dt}+\mathrm{A}^* \int[\mathrm{pi}] \mathrm{dt}+0\right] \\& =(1 / 2 \mathrm{pi}) *\left[(1 / \mathrm{A}) *\left(\mathrm{~A}^{\wedge} 2 / 2\right)+\mathrm{A}(\mathrm{pi}-\mathrm{A})\right] \\[/tex]

[tex]& =(1 / 2 \mathrm{pi}) *[(\mathrm{~A} / 2)+\mathrm{A}(\mathrm{pi}-\mathrm{A})] \\& =(\mathrm{pi}-\mathrm{A} / 2 \mathrm{pi})\end{aligned}$$[/tex]

For [tex]$n=+/-1,+/-2, \ldots$[/tex], we have:

[tex]$$\begin{aligned}& D_n n=(1 / 2 p i)^* \int[2 p i] x(t) e^{\wedge}(-j n t) d t \\& =(1 / 2 p i)^*\left[(1 / A) * \int[A] t e^{\wedge}(-j n t) d t+A^* \int[\text { pi }] e^{\wedge}(-j n t) d t+0\right] \\& =(1 / 2 \text { pi })^*\left[(1 / A)^*\left((-1)^{\wedge} n-1\right)+A^*\left(1-(-1)^{\wedge} n\right) /(j n)\right] \\& =(-1)^{\wedge} n /(n A)\end{aligned}$$[/tex]

Therefore, the exponential Fourier series coefficients [tex]$D_n n$[/tex] for [tex]$x(t)$[/tex] are:

[tex]$D_n n=\{(p i-A) / 2 p i$[/tex] for [tex]$n=0$[/tex]

[tex]$\left\{(-1)^{\wedge} n /(n \mathrm{~A})\right.$[/tex] for [tex]$n=+/-1,+/-2, \ldots$[/tex]

Using the formula for the inverse Fourier series, we can write the

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The exponential Fourier series coefficients [tex]$D_n n$[/tex] for [tex]$x(t)$[/tex] are:

[tex]$D_n n=\{(p i-A) / 2 p i$[/tex] for [tex]$n=0$[/tex]

[tex]\left\{(-1)^{\wedge} n /(n \mathrm{~A})\right.[/tex] for [tex]$n=+/-1,+/-2, \ldots$[/tex]

To sketch [tex]$x(t)$[/tex] over two periods from [tex]$t=0$[/tex] to [tex]$4 \mathrm{pi}$[/tex], we first need to plot one period of [tex]$x(t)$[/tex], which is given as:

[tex]$$\begin{aligned}& \mathrm{x}(\mathrm{t})=(1 / \mathrm{A}) \mathrm{t} 0 < =\mathrm{t} < \mathrm{A} \\& =\mathrm{A} \mathrm{A} < =\mathrm{t} < \mathrm{pi} \\& =0 \mathrm{pi} < =\mathrm{t} < 2 \mathrm{pi}\end{aligned}$$[/tex]

The plot of one period of [tex]x(t)[/tex] is shown below:

  |          /\

  |         /  \

A |        /    \

  |       /      \

  |      /        \

  |_____/          \_____

     0     A      pi    2pi

To sketch [tex]x(t)[/tex] over two periods, we need to repeat this pattern twice. Since [tex]x(t)[/tex] is a 2pi-periodic signal, we only need to sketch one period to represent the entire signal over any number of periods. Therefore, we can simply repeat the above plot twice to obtain the sketch of [tex]x(t)[/tex] over two periods from [tex]t = 0[/tex] to [tex]4pi[/tex], as shown below:

  |          /\          /\

  |         /  \        /  \

A |        /    \      /    \

  |       /      \    /      \

  |_____/        \__/        \_____

     0     A      pi         2pi  3pi

To find the exponential Fourier series coefficients [tex]D_n[/tex], we can use the formula:

[tex]$D_{\ldots} n=(1 / T) * \int[T] x(t) e^{\wedge}(-j n w 0 t) d t$[/tex]

where T is the period of [tex]$x(t)$[/tex], w0 is the fundamental angular frequency, and n is an integer. Since [tex]$x(t)$[/tex] is a 2pi-periodic signal, we have [tex]$T=2 p i$[/tex] and [tex]$\mathrm{wO}=2 \mathrm{pi} / \mathrm{T}=1$[/tex].

The Fourier series coefficients [tex]$D_n n$[/tex] for [tex]$n=0,+/-1,+/-2, \ldots$[/tex] are given by:

[tex]$D_{\ldots} n=(1 / 2 p i) * \int[2 \mathrm{pi}] x(\mathrm{t}) \mathrm{e}^{\wedge}(-j n t) d t$[/tex]

For [tex]$\mathrm{n}=0$[/tex], we have:

[tex]{ D_0 }$[/tex][tex]=(1 / 2 p i)^* \int[2 \mathrm{pi}] \times(t) d t$[/tex]

[tex]=(1 / 2 \mathrm{pi}) *\left[(1 / \mathrm{A}) * \int[\mathrm{A}] \mathrm{t} d \mathrm{dt}+\mathrm{A}^* \int[\mathrm{pi}] \mathrm{dt}+0\right] \\& =(1 / 2 \mathrm{pi}) *\left[(1 / \mathrm{A}) *\left(\mathrm{~A}^{\wedge} 2 / 2\right)+\mathrm{A}(\mathrm{pi}-\mathrm{A})\right] \\[/tex]

[tex]& =(1 / 2 \mathrm{pi}) *[(\mathrm{~A} / 2)+\mathrm{A}(\mathrm{pi}-\mathrm{A})] \\& =(\mathrm{pi}-\mathrm{A} / 2 \mathrm{pi})\end{aligned}$$[/tex]

For [tex]$n=+/-1,+/-2, \ldots$[/tex], we have:

[tex]$$\begin{aligned}& D_n n=(1 / 2 p i)^* \int[2 p i] x(t) e^{\wedge}(-j n t) d t \\& =(1 / 2 p i)^*\left[(1 / A) * \int[A] t e^{\wedge}(-j n t) d t+A^* \int[\text { pi }] e^{\wedge}(-j n t) d t+0\right] \\& =(1 / 2 \text { pi })^*\left[(1 / A)^*\left((-1)^{\wedge} n-1\right)+A^*\left(1-(-1)^{\wedge} n\right) /(j n)\right] \\& =(-1)^{\wedge} n /(n A)\end{aligned}$$[/tex]

Therefore, the exponential Fourier series coefficients [tex]$D_n n$[/tex] for [tex]$x(t)$[/tex] are:

[tex]$D_n n=\{(p i-A) / 2 p i$[/tex] for [tex]$n=0$[/tex]

[tex]$\left\{(-1)^{\wedge} n /(n \mathrm{~A})\right.$[/tex] for [tex]$n=+/-1,+/-2, \ldots$[/tex]

Using the formula for the inverse Fourier series, we can write the

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maximize production: p = k2/5l3/5 budget constraint: b = 4k 5l = 100

Answers

The maximum production is 3.334 at the point (k, l) is (4.022, 5.029)

How to maximize production?

To maximize production, we need to maximize the production function:

[tex]p = k^{(2/5)} * l^{(3/5)}[/tex]

subject to the budget constraint:

b = 4k + 5l = 100

We can use the method of Lagrange multipliers to solve this problem. The Lagrangian function is:

[tex]L = k^{(2/5)} * l^{(3/5)} + \lambda(100 - 4k - 5l)[/tex]

where λ is the Lagrange multiplier.

To find the critical points, we need to take the partial derivatives of L with respect to k, l, and λ, and set them equal to zero:

∂L/∂k = [tex]2/5 * k^{(-3/5)} * l^{(3/5)} - 4\lambda[/tex] = 0

∂L/∂l =[tex]3/5 * k^{(2/5)} * l^{(-2/5)} - 5\lambda[/tex] = 0

∂L/∂λ = 100 - 4k - 5l = 0

Solving these equations, we get:

k = [tex](25/6)^{(5/7)}[/tex] ≈ 4.022

l = [tex](20/3)^{(5/7)}[/tex] ≈ 5.029

λ =[tex](2/5) * (25/6)^{(-2/7)} * (20/3)^{(-3/7)}[/tex]≈ 0.327

Therefore, the maximum production is:

p =[tex]k^{(2/5)} * l^{(3/5)}[/tex] ≈ 3.334

at the point (k, l) ≈ (4.022, 5.029), subject to the budget constraint 4k + 5l = 100.

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The term error is used in two different ways in the context of a hypothesis test. First, there is the concept of standard error (i.e. average sampling error), and second, there is the concept of a Type I error.
a. What factor can a researcher control that will reduce the risk of a Type I error?
b. What factor can a researcher control that will reduce the standard error?

Answers

The following parts can be answered by the concept of hypothesis test.

a. To reduce the risk of a Type I error, a researcher can control the significance level or alpha level of their hypothesis test. By setting a lower alpha level (such as 0.01 instead of 0.05), the researcher is decreasing the likelihood of rejecting the null hypothesis when it is actually true.

b. To reduce the standard error, a researcher can increase the sample size of their study. As the sample size increases, the standard error decreases because there is less variability in the sample means. Additionally, ensuring that the sample is representative of the population can also help reduce standard error.

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a random sample of n = 9 scores is selected from a normal population with a mean of μ = 100. after a treatment is administered to the individuals in the sample, the sample mean is found to be M=106.
a. If the population standard deviation is σ=10, is the sample mean sufficient to conclude that the treatment has a significant effect? Use a two-tailed test with α=.05.
b. Repeat part a, assuming a one-tailed test with α=.05.
c. If the population standard deviation is σ, is the sample mean sufficient to conclude that the treatment has a significant effect? Use a two-tailed test with α
d. Repeat part c, assuming a one-tailed test with α.
e. Comparing your answers for parts a, b, c, and d, explain how the magnitude of the standard deviation and the number of tails in the hypothesis influence the outcome of a hypothesis test.

Answers

(a) The sample mean is sufficient cannot conclude that the treatment has a significant effect.

(b) A one-tailed test with α = 0.05, is conclude that the treatment has a significant effect.

(c) A two-tailed test, We fail to reject the null hypothesis.

(d) one-tailed test with α we reject the null hypothesis

(e) A one-tailed test has a greater probability of rejecting the null hypothesis than a two-tailed test.

Can we to determine the sample mean is sufficient to conclude that the treatment?

a. To determine if the sample mean is sufficient to conclude that the treatment has a significant effect, we need to perform a two-tailed hypothesis test:

Null hypothesis: μ = 100

Alternative hypothesis: μ ≠ 100

The level of significance is α = 0.05. Since the population standard deviation σ is known, we can use a z-test:

z = (M - μ) / (σ / √n) = (106 - 100) / (10 / √9) = 1.8

The critical values for a two-tailed test with α = 0.05 are ±1.96. Since the calculated z-value of 1.8 does not fall in the rejection region, we fail to reject the null hypothesis. Therefore, we cannot conclude that the treatment has a significant effect.

Can a one-tailed test with α = 0.05, conclude that the treatment has a significant effect.?

b. To perform a one-tailed test with α = 0.05, we need to change the alternative hypothesis:

Null hypothesis: μ = 100

Alternative hypothesis: μ > 100

The critical value for a one-tailed test with α = 0.05 is 1.645. Since the calculated z-value of 1.8 is greater than the critical value, we reject the null hypothesis. Therefore, we can conclude that the treatment has a significant effect.

Can we determine sample mean sufficient has a significant effect two-tailed test with α?

c. If the population standard deviation is unknown, we need to use a t-test instead of a z-test. The null and alternative hypotheses are the same as in part a:

Null hypothesis: μ = 100

Alternative hypothesis: μ ≠ 100

The sample standard deviation can be used as an estimate of the population standard deviation:

t = (M - μ) / (s / √n) = (106 - 100) / (s / √9)

Since σ is unknown, we cannot use the critical values for a z-test. Instead, we need to use the t-distribution with n-1 degrees of freedom. For a two-tailed test with α = 0.05 and 8 degrees of freedom, the critical values are ±2.306. If the calculated t-value falls within the rejection region, we reject the null hypothesis. Otherwise, we fail to reject the null hypothesis.

Can we determine sample mean sufficient has a significant effect one-tailed test with α?

d. To perform a one-tailed test with α = 0.05, we need to change the alternative hypothesis:

Null hypothesis: μ = 100

Alternative hypothesis: μ > 100

The critical value for a one-tailed test with α = 0.05 and 8 degrees of freedom is 1.859. If the calculated t-value is greater than the critical value, we reject the null hypothesis. Otherwise, we fail to reject the null hypothesis.

How the magnitude of standard deviation and number of tails of a hypothesis test?

e. The magnitude of the standard deviation and the number of tails in the hypothesis test can both influence the outcome of a hypothesis test. A larger standard deviation will result in a larger standard error, which in turn will decrease the calculated t- or z-value and make it less likely to reject the null hypothesis.

The number of tails in the hypothesis also affects the outcome.  A one-tailed test has a greater probability of rejecting the null hypothesis than a two-tailed test, given the same level of significance and sample mean. However, a one-tailed test can be more susceptible to type I errors if the alternative hypothesis is not well-supported by the data.

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Find the measurement of angle A and round the answer to the nearest tenth. :)
(Show work if you can plsss)

Answers

Answer:

40.82

Step-by-step explanation:

You need to use trig identities, which are sin(θ)=opposite length/hypotenuse length, cos(θ)=adjacent length/hypotenuse length, and tan(θ)=opposite length/adjacent length.

In your diagram, we see that the only available information is the length opposite of the angle x (19) and adjacent to angle x (22), so we will use the tan identity.

tan(x)=19/22

we need to solve for x, and so we need to get x alone. This can be done by using inverse tan: arctan or [tex]tan(x)^{-1}[/tex]. Note that we ARE NOT taking the equation to the exponent of -1, this is just notation for a trig identify.

arctan(x)tan(x)=x

x= arctan(19/22)

arctan(19/22)= 40.82

and so

x=40.82

Think About the Process What is true about a figure and an image created by
a translation? The vertices of parallelogram GRAM are G(-9,-9), R(-8,-6),
A(-4,-6), and M(-5,-9). Graph GRAM and G'R'A'M', its image after a translation
10 units right and 2 units up.
What is true about a figure and an image created by a translation? Select all that apply.
A. Each point in the image has the same x-coordinate as the corresponding point
in the figure.
B. The figure and the image are the same shape.
C. The figure and the image are the same size.
D. Each point in the image moves the same distance and direction from the
figure.

Answers

Step-by-step explanation:

A. Each point in the image has the same x-coordinate as the corresponding point

in the figure.

D. Each point in the image moves the same distance and direction from the

figure.

These two statements are true about a figure and an image created by a translation. When a figure is translated, every point in the figure is moved the same distance and direction. This means that each point in the image has moved the same way as its corresponding point in the figure. Additionally, since a translation only involves moving a figure without changing its shape or size, the image and figure are the same shape and size, but just in different positions. As such, statement B and C are not true for figures and images created by translation.

To graph the image G'R'A'M', we need to add 10 to each x-coordinate and subtract 2 from each y-coordinate:

G': (-9+10, -9-2) = (1,-11)

R': (-8+10, -6-2) = (2,-8)

A': (-4+10, -6-2) = (6,-8)

M': (-5+10, -9-2) = (5,-11)

Graphing these points and connecting them gives us parallelogram G'R'A'M'.

Assume the random variable x is normally distributed with mean μ 82 and standard deviation σ= 5, Find the indicated probability P(x< 80) Plxe 80)= [ (Round to four decimal places as needed.)

Answers

The probability P(x < 80) for a normally distributed random variable x with a mean μ = 82 and a standard deviation σ = 5 is approximately 0.3446 when rounded to four decimal places.

Standard deviation is: It is a measure of how spread out numbers are. It is the square root of the Variance, and the Variance is the average of the squared differences from the Mean.

To find the probability P(x < 80) for a normally distributed random variable x with a mean μ = 82 and a standard deviation σ = 5,

To find this probability, follow these steps:

1. Calculate the z-score for x = 80. The z-score is given by the formula: z = (x - μ) / σ
2. Look up the z-score in a standard normal distribution table (also known as a z-table) to find the corresponding probability.

Step 1: Calculate the z-score
z = (80 - 82) / 5 = -2 / 5 = -0.4

Step 2: Look up the z-score in the z-table
Looking up a z-score of -0.4 in a z-table, we find a corresponding probability of approximately 0.3446.

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The probability P(x < 80) for a normally distributed random variable x with a mean μ = 82 and a standard deviation σ = 5 is approximately 0.3446 when rounded to four decimal places.

Standard deviation is: It is a measure of how spread out numbers are. It is the square root of the Variance, and the Variance is the average of the squared differences from the Mean.

To find the probability P(x < 80) for a normally distributed random variable x with a mean μ = 82 and a standard deviation σ = 5,

To find this probability, follow these steps:

1. Calculate the z-score for x = 80. The z-score is given by the formula: z = (x - μ) / σ
2. Look up the z-score in a standard normal distribution table (also known as a z-table) to find the corresponding probability.

Step 1: Calculate the z-score
z = (80 - 82) / 5 = -2 / 5 = -0.4

Step 2: Look up the z-score in the z-table
Looking up a z-score of -0.4 in a z-table, we find a corresponding probability of approximately 0.3446.

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let f(x) = x4(x − 4)3. (a) find the critical numbers of the function f. (enter your answers from smallest to largest.)

Answers

The critical numbers of the function f(x) = [tex]x^{4} (x - 4)^{3}[/tex] are x = 0 and x = 4.

Find the critical numbers of the function f?

To find the critical numbers of the function f(x) = [tex]x^{4}(x - 4)^{3}[/tex], we need to find the values of x at which the derivative of f(x) is equal to zero or undefined.

First, we will find the derivative of f(x) using the product rule:

f'(x) = [tex]4x^{3} (x - 4)^{3} + x^{4} 3(x - 4)^{2}(1)[/tex]

Simplifying this expression, we get:

f'(x) = [tex]4x^{3} (x - 4)^{2} (4 - x)[/tex]

Now, we can set f'(x) equal to zero and solve for x:

[tex]4x^{3} (x - 4)^{2} (4 - x)[/tex] = 0

From this equation, we can see that the critical numbers are x = 0, x = 4, and x = 4.

To check if x = 4 is a critical number, we need to find the limit of f'(x) as x approaches 4 from the left and from the right:

lim x→4- f'(x) = lim x→4- 4[tex]x^{3}[/tex][tex](x - 4)^{2}[/tex](4 - x) = 0

lim x→4+ f'(x) = lim x→4+ 4[tex]x^{3}[/tex][tex](x - 4)^{2}[/tex](4 - x) = 0

Since both limits are equal to zero, x = 4 is a critical number.

Therefore, the critical numbers of the function f(x) = [tex]x^{4} (x - 4)^{3}[/tex] are x = 0 and x = 4.

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a circle has an initial radius of 50 ft when the radius begins degreasing at the rate of 4 ft/min. what is the rate of change of area at the instant thate radius ois 20 ft?

Answers

The rate of change of the area at the instant when the radius is 20 ft is -160π square feet per minute.

How to find the area of a circle?

The area of a circle is given by the formula A = π [tex]r^2[/tex], where r is the radius of the circle.

We are given that the radius of the circle is decreasing at a rate of 4 ft/min. This means that the rate of change of the radius with respect to time is -4 ft/min (negative because the radius is decreasing).

At the instant when the radius is 20 ft, we can calculate the rate of change of the area by taking the derivative of the area formula with respect to time:

dA/dt = d/dt (π[tex]r^2)[/tex]

Using the chain rule, we get:

dA/dt = 2πr (dr/dt)

Substituting r = 20 ft and dr/dt = -4 ft/min, we get:

dA/dt = 2π(20)(-4) = -160π

Therefore, the rate of change of the area at the instant when the radius is 20 ft is -160π square feet per minute.

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Let random variable X have pmf f(x)=1/8 with x=-1,0,1 and u(x)=x2. Find E(u(x). 1/2 A. 1/4 OB. Oc 1/8 D. 1/16

Answers

The expected value of the function u(x) = x^2 for the given random variable X with pmf f(x) = 1/8 for x = -1, 0, 1 is option (B) 1/4.

The expected value of u(x) can be calculated using the formula

E(u(x)) = Σ u(x) × f(x) for all values of x

Given that the probability mass function (pmf) of X is f(x) = 1/8 for x = -1, 0, 1, we can calculate the expected value of u(x) as follows

E(u(x)) = (-1)^2 × f(-1) + 0^2 × f(0) + 1^2 × f(1)

= 1 × (1/8) + 0 × (1/8) + 1 × (1/8)

Do the arithmetic operation

= 2/8

Simplify the term

= 1/4

Therefore, the answer is option (B) 1/4.

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Use the Integral Test to determine whether the series is convergent or divergen sigma^infinity_n=1 ne^(-9n) Evaluate the following integral^infinity-1 xe^-9x dx.
Since the integral _______ finite, the series is_______

Answers

To use the Integral Test to determine whether the series is convergent or divergent, we need to evaluate the integral ∫(xe^(-9x) dx) from 1 to ∞.

Let's evaluate the integral first:

∫(xe^(-9x) dx) from 1 to ∞

We use integration by parts for this, where:

u = x, dv = e^(-9x) dx
du = dx, v = -1/9 e^(-9x)

According to the integration by parts formula, ∫u dv = uv - ∫v du.

So, ∫(xe^(-9x) dx) = -1/9 x e^(-9x) - ∫(-1/9 e^(-9x) dx)

Now, we can integrate -1/9 e^(-9x) dx:

∫(-1/9 e^(-9x) dx) = (-1/9) * (-1/9) * e^(-9x) = 1/81 e^(-9x)

Thus, our integral becomes:

-1/9 x e^(-9x) - 1/81 e^(-9x)

Now we must evaluate the integral from 1 to ∞:

lim (x→∞) [ -1/9 x e^(-9x) - 1/81 e^(-9x) ] - [ -1/9 (1) e^(-9) - 1/81 e^(-9) ]

Since the exponential term e^(-9x) approaches 0 as x approaches ∞, the limit becomes:

0 - [ -1/9 e^(-9) - 1/81 e^(-9) ] = 1/9 e^(-9) + 1/81 e^(-9)

Since the integral is finite, the series is convergent.

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The singular points of the differential equation y" + y'/x+y(x-2)/x-3=0 are Select the correct answer. a. 0 b. 0, 2, 3 c. 0, 3 d. 0, 2 e. none

Answers

The singular points of the differential equation are x=0 and x=3. the correct answer is (c) 0, 3.

The singular points of a differential equation are the points where the coefficients of y'', y' or y become infinite or undefined. In this case, the given differential equation is y" + y'/x + y(x-2)/(x-3) = 0.

To find the singular points, we need to check the coefficients of y'', y', and y for any infinite or undefined values.

- The coefficient of y'' is 1, which is finite for all values of x.
- The coefficient of y' is 1/x, which is infinite at x=0.
- The coefficient of y is (x-2)/(x-3), which is undefined at x=3.

Therefore, the singular points of the differential equation are x=0 and x=3. The correct answer is (c) 0, 3.

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Find the general solution of the differential equation. y (5) - 7y (4) + 13y" - 7y" +12y = 0. NOTE: Use C1, C2, C3, C4, and c5 for the arbitrary constants. C5 y(t) =

Answers

The general solution of the differential equation will be in the form: y(t) =[tex]C1 * e^(r1 * t) + C2 * e^(r2 * t) + C3 * e^(r3 * t) + C4 * e^(r4 * t) + C5 * e^(r5 * t),[/tex] where C1, C2, C3, C4, and C5 are arbitrary constants.

To find the general solution of the differential equation, we first need to find the characteristic equation by assuming a solution of the form y(t) = e^(rt). Plugging this into the differential equation, we get:

[tex]r^5 - 7r^4 + 13r^3 - 7r^2 + 12r = 0[/tex]

Factoring out an r term, we can simplify this to:

[tex]r(r^4 - 7r^3 + 13r^2 - 7r + 12) = 0[/tex]

We can solve for the roots of the polynomial using either factoring or the quadratic formula, but it turns out that there is only one real root, r = 1, with a multiplicity of 3, and two complex conjugate roots, r = 1 ± i. Therefore, the general solution is:

[tex]y(t) = C1 e^t + (C2 + C3 t + C4 t^2) e^(1+i)t + (C2 - C3 t + C4 t^2) e^(1-i)t + C5[/tex]

where C1, C2, C3, C4, and C5 are arbitrary constants to be determined by initial or boundary conditions. The last term, C5, represents the general solution to the homogeneous differential equation, since it contains no terms involving the roots of the characteristic equation.
To find the general solution of the given differential equation y(5) - 7y(4) + 13y'' - 7y' + 12y = 0, we first need to find the characteristic equation. The characteristic equation for this differential equation is:

[tex]r^5 - 7r^4 + 13r^3 - 7r^2 + 12r = 0.[/tex]
Now, we need to find the roots of this equation. Let's denote them as r1, r2, r3, r4, and r5.



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What is the area? Round to the nearest tenth if necessary.

Answers

Answer:

Set your calculator to degree mode.

Draw a line from point O to a vertex of this octagon to form a right triangle.

tan(67.5°) = 17/x, so x = 17/tan(67.5°)

Area = (1/2)(34/tan(67.5°))(8)(17) = 957.7

[tex]\underset{ \textit{angle in degrees} }{\textit{area of a regular polygon}}\\\\ A=na^2\cdot \tan\left( \frac{180}{n} \right) ~~ \begin{cases} n=sides\\ a=apothem\\[-0.5em] \hrulefill\\ n=8\\ a=17 \end{cases}\implies A=(8)(17)^2\tan\left( \frac{180}{8} \right) \\\\\\ A=2312\tan(22.5^o)\implies A\approx 957.7[/tex]

Make sure your calculator is in Degree mode.

A blueprint for a cottage has a scale of 1:40 one room measures 3.4 m by 4.8 . calculate the dimensions of the room on the blueprint.

​I need students to solve it, with operations

Answers

Answer: its 12.92

first i multiplide 3.4 by 4.8

if 200 units sold results in $4,400 profit and 250 units sold results in $7,250 profit, write the profit function for this company.

Answers

First find the slope:
m=(7250-4400)/(250-200)
m=2850/50
m=57
Then we find the y intercept
4400=11400+b
b=-7000
Therefore the profit is 57x-7000
x is the number of units sold
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If the sequence converges, find the limit. If the sequence diverges, explain why. (cos ( /7n) V2a. Converges to 2/2b. Converges to l c. Diverges because the values oscillated. Diverges because cos(/7n( --> [infinity] Determine whether the following equation is separable. If so, solve the given initial value problem. dy dt = 2ty +1, y(0) = -3 Select the correct choice below and, if necessary, fill in the answer box to complete your choice. A. The equation is separable. The solution to the initial value problem is y(t) = B. The equation is not separable. 9.3.28 Determine if the equation is separable. If so, solve the initial value problem. y+7 y (t) = y(2) = 0 9t +238 Select the correct choice below and, if necessary, fill in the answer box to complete your choice. O A. The solution to the initial value problem is h(t) = . (Type an exact answer in terms of e.) OB. The equation is not separable. determine whether the geometric series is convergent or divergent. if it is convergent, find the sum. (if the quantity diverges, enter diverges.) [infinity] (7)n 1 8n n = 1 if interference is complete, what would be the frequency of double crossovers? Consider the United States and the countries it trades with the most (measured in trade volume): Canada, Mexico, China, and Japan. For simplicity, assume these four are the only countries with which the United States trades. Trade shares (trade weights) and U.S. nominal exchange rates for these four countries are as follows:a. Compute the percentage change from 2015 to 2016 in the four U.S. bilateral exchange rates (defined as U.S. dollars per unit of foreign exchange, or FX) in the table provided.b. Use the trade shares as weights to compute the percentage change in the nominal effective exchange rate for the United States between 2015 and 2016 (in U.S. dollars per foreign currency basket). Complete the PoundDog code by adding a constructor having a constructor initializer list that initializes age with 1, id with -1, and name with "NoName". Notice that MyString's default constructor does not get called. Note: If you instead create a traditional default constructor as below, MyString's default constructor will be called, which prints output and thus causes this activity's test to fail. Try it! // A wrong solution to this activity... PoundDog::PoundDog() { age = 1; id = -1; name.SetString("NoName"); } Directions: Please provide syllable structure drawings for TWO out of the following words. Notice they are already in the IPA. I am not asking you to provide the word in Englishs written form.A: [bjutfl] "Beautiful"B: [sten] "Stranger"C: [ntig] "Intriguing" This action allows workflow items to automatically reroute to a selected Member based on the process ID and transaction type. Consider the following program, x 2 REPEAT 4 TIMES XX * 3 Which of the following expressions represents the value stored in the variable x as a result of executing the program? a. 2*3*3*3 b. 2.4.44 c. 2'3'3'33 d. 24*4*4*4