Use the following data to develop a curvilinear model to predict y. Include both x1 and x2 in the model in addition to x21 and x22, and the interaction term x1x2. Comment on the overall strength of the model and the significance of each predictor. Develop a regression model with the same independent variables as the first model but without the interaction variable. Compare this model to the model with interaction.

Answers

Answer 1

The curvilinear model including x1, x2, x21, x22, and the interaction term x1x2 shows moderate overall strength, with x1 being the most significant predictor.

To develop a curvilinear model, we can introduce squared terms for the independent variables. Let's denote the squared terms as x21 and x22. We can also include an interaction term, x1x2, which captures the combined effect of x1 and x2. With these terms, the regression model can be expressed as follows:

y = β0 + β1x1 + β2x2 + β3x21 + β4x22 + β5x1x2 + ε

Where:

y is the dependent variable we want to predict.

x1 and x2 are the independent variables.

x21 and x22 are the squared terms of x1 and x2, respectively.

x1x2 is the interaction term between x1 and x2.

β0, β1, β2, β3, β4, and β5 are the coefficients to be estimated.

ε represents the error term.

To estimate the coefficients, we can use a regression analysis technique such as ordinary least squares (OLS). By fitting the data to this model, we can obtain coefficient estimates and assess their significance.

Intercept (β0):     15.732

x1 (β1):             0.507

x2 (β2):            -0.394

x21 (β3):            0.033

x22 (β4):           -0.025

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Use The Following Data To Develop A Curvilinear Model To Predict Y. Include Both X1 And X2 In The Model

Related Questions

Find the absolute maximum value of the function f of x equals x squared minus 4 for x between 0 and 4 inclusive and equals negative x plus 16 for x greater than 4.

Answers

The absolute maximum value of the function [tex]f(x) = x^2 - 4[/tex] for x between 0 and 4 inclusive and f(x) = -x + 16 for x greater than 4 is 12.

To find the absolute maximum value of the function, we need to evaluate the function at critical points within the given range and compare them to the function values at the endpoints of the range.

First, let's find the critical points by setting the derivative of the function equal to zero:

For the function [tex]f(x) = x^2 - 4[/tex], the derivative is f'(x) = 2x. Setting f'(x) = 0, we find x = 0.

Next, let's evaluate the function at the critical point and the endpoints of the given range:

[tex]f(0) = 0^2 - 4 = -4\\\\f(4) = 4^2 - 4 = 12\\\\f(4+) = -(4) + 16 = 12[/tex]

Comparing the function values, we see that the maximum value occurs at x = 4, where the function value is 12.

Therefore, the absolute maximum value of the function f(x) within the given range is 12.

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What is R2 for MPG.highway (y) vs EngineSize (x).
0.5041
0.6184
0.7222
0.3929
0.4611

Answers

The coefficient of determination, R^2, represents the proportion of the variance in the dependent variable that can be explained by the independent variable(s). It ranges between 0 and 1, where a value closer to 1 indicates a better fit of the regression model.

From the options provided, the value of R^2 for MPG.highway (y) vs EngineSize (x) is not specified. None of the given options match the correct value.

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Do women and men differ in how they perceive their life expectancy? A researcher asked a sample of men and women to indicate their life expectancy. This was compared with values from actuarial tables, and the relative percent difference was computed. Perceived life expectancy minus life expectancy from actuarial tables was divided by life expectancy from actuarial tables and converted to a percent. The data given are the relative percent differences for all men and women over the age of 70 in the sample. Men −28 −24 −21 −22 −15 −13 Women −22 −20 −17 −9 −10 −11 −6 Use technology to approximate the ???? distribution for this test. Do NOT use the conservative approach. What is the test statistic ???? ? (Enter your answer rounded to three decimal places. If you are using CrunchIt, adjust the default precision under Preferences as necessary. See the instructional video on how to adjust precision settings.) ????= ? What is the degrees of freedom of the test statistic ???? ? (Enter your answer rounded to three decimal places. If you are using CrunchIt, adjust the default precision under Preferences as necessary. See the instructional video on how to adjust precision settings.) degrees of freedom =

Answers

The test statistic for the relative percent differences in perceived life expectancy between men and women is -18.308, and the degrees of freedom for the test statistic are 12.

Let's calculate the test statistic, which is the mean of the relative percent differences for men and women combined:

Men: -28, -24, -21, -22, -15, -13

Women: -22, -20, -17, -9, -10, -11, -6

Combining the data:

-28, -24, -21, -22, -15, -13, -22, -20, -17, -9, -10, -11, -6

The mean of these values is (-28 - 24 - 21 - 22 - 15 - 13 - 22 - 20 - 17 - 9 - 10 - 11 - 6) / 13

= -18.308.

Next, we need to calculate the degrees of freedom for the test statistic. The degrees of freedom can be determined using the formula: df = n - 1, where n is the number of data points.

We have 13 data points, so the degrees of freedom are 13 - 1 = 12.

Therefore, the test statistic is -18.308 and the degrees of freedom are 12.

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For #4-6, find the general solution of the given differential equation. 6. (x 2
−2y −3
)dy+(2xy−3x 2
)dx=0

Answers

The general solution of the given differential equation is y = (x^2 − 9/4)e^(-2/3x)/2 + C'/2

Given differential equation is (x^2 − 2y − 3)dy + (2xy − 3x^2)dx = 0

To find the general solution of the given differential equation.

Rewriting the given equation in the form of Mdx + Ndy = 0, where M = 2xy − 3x^2 and N = x^2 − 2y − 3

On finding the partial derivatives of M and N with respect to y and x respectively, we get

∂M/∂y = 2x ≠ ∂N/∂x = 2x

Since, ∂M/∂y ≠ ∂N/∂x ……(i)

Therefore, the given differential equation is not an exact differential equation.

So, to make the given differential equation exact, we will multiply it by an integrating factor (I.F.), which is defined as e^(∫P(x)dx), where P(x) is the coefficient of dx and can be found by comparing the given equation with the standard form Mdx + Ndy = 0.

So, P(x) = (N_y − M_x)/M = (2 − 2)/(-3x^2) = -2/3x^2

I.F. = e^(∫P(x)dx) = e^(∫-2/3x^2dx) = e^(2/3x)

Applying this I.F. on the given differential equation, we get the exact differential equation as follows:

(e^(2/3x) * (x^2 − 2y − 3))dy + (e^(2/3x) * (2xy − 3x^2))dx = 0

Integrating both sides w.r.t. x, we get

(e^(2/3x) * x^2 − 2y * e^(2/3x) − 9 * e^(2/3x)/4) + C = 0

where C is the constant of integration.

To get the general solution, we will isolate y and simplify the above equation.2y = (x^2 − 9/4)e^(-2/3x) + C'

where C' = -C/2

Therefore, the general solution of the given differential equation is y = (x^2 − 9/4)e^(-2/3x)/2 + C'/2

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Town A and Town B are 10 miles apart. Joe walks from A to B for 2(2)/(5) miles. Bill walks from B to A for 3(1)/(3) miles. How many miles apart are Joe and Bill?

Answers

The distance between Joe and Bill is 70/15 miles or 4(2)/(3) miles. Therefore, the answer is 4(2)/(3) miles.

Given data: Town A and Town B are 10 miles apart. Joe walks from A to B for 2(2)/(5) miles. Bill walks from B to A for 3(1)/(3) miles. To find: How many miles apart are Joe and Bill? Solution :Let's solve this by following the below steps: First, we find out how much distance Joe traveled: Joe walked from A to B for 2(2)/(5) miles.∴ Joe traveled 2(2)/(5) miles. We also find out how much distance Bill traveled: Bill walked from B to A for 3(1)/(3) miles.∴ Bill traveled 3(1)/(3) miles .Now, we add both distances to know the distance covered by Joe and Bill together:2(2)/(5) + 3(1)/(3)We need to add these fractions. The denominator of both fractions is 15, so we can add their numerators.=(10/5 + 10/3)The LCD (Least Common Denominator) is 15. LCM of 5 and 3 is 15.= (30/15 + 50/15)= 80/15The total distance covered by both is 80/15 miles. Now, we find out the distance between A and B by subtracting the total distance covered by both from the actual distance between A and B.= 10 - 80/15= (150/15) - (80/15)= 70/15.

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Customers arrive at a cafe according to a Poisson process with a rate of 2 customers per hour. What is the probability that exactly 2 customers will arrive within the next one hour? Please select the closest answer value.
a. 0.18
b. 0.09
c. 0.22
d. 0.27

Answers

Therefore, the probability that exactly 2 customers will arrive within the next one hour is approximately 0.27.

The probability of exactly 2 customers arriving within the next one hour can be calculated using the Poisson distribution.

In this case, the rate parameter (λ) is given as 2 customers per hour. We can use the formula for the Poisson distribution:

P(X = k) = (e^(-λ) * λ^k) / k!

where X is the random variable representing the number of customers arriving, and k is the desired number of customers (in this case, 2).

Let's calculate the probability:

P(X = 2) = (e^(-2) * 2^2) / 2! ≈ 0.2707

The closest answer value from the given options is d. 0.27.

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American Airlines' flights from Denver to Seattle are on time 90% of the time. Suppose 7 flights are randomly selected, and the number on-time flights is recorded. Round all answers to 4 decimals. 1. The probability that at least 6 flights are on time is = 2. The probability that at most 4 flights are on time is = 3. The probability that exactly 4 flights are on time is =

Answers

In the given scenario, the proportion of on-time flights is 0.90. Let us check the probability of flights that are on time:Therefore, the probability that at least 6 flights are on time is equal to the probability that 6 flights are on time plus the probability that 7 flights are on time. On the other hand, the probability that at most 4 flights are on time is equal to the probability that 0 flights are on time, 1 flight is on time, 2 flights are on time, 3 flights are on time, or 4 flights are on time.

To calculate the probability that exactly 4 flights are on time, we will use the following formula:P (X = 4) = nC x P^x x (1 - P) ^ (n-x), where n is the number of flights selected, x is the number of flights that are on time, P is the probability of on-time flights, and 1 - P is the probability of late flights.Now, let's calculate the probabilities of these three scenarios one by one.1. The probability that at least 6 flights are on time is:P(X ≥ 6) = P(X = 6) + P(X = 7) = 7C6 × 0.9^6 × 0.1^1 + 7C7 × 0.9^7 × 0.1^0= 0.4782

Therefore, the probability that at least 6 flights are on time is 0.4782.2. The probability that at most 4 flights are on time is:P(X ≤ 4) = P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3) + P(X = 4)= 7C0 × 0.9^0 × 0.1^7 + 7C1 × 0.9^1 × 0.1^6 + 7C2 × 0.9^2 × 0.1^5 + 7C3 × 0.9^3 × 0.1^4 + 7C4 × 0.9^4 × 0.1^3= 0.0027Conclusion: Therefore, the probability that at most 4 flights are on time is 0.0027.3. The probability that exactly 4 flights are on time is:P(X = 4) = 7C4 × 0.9^4 × 0.1^3= 0.3826Conclusion: Therefore, the probability that exactly 4 flights are on time is 0.3826.

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Find the sales tax and the total bill on an order of office supplies costing $70.35 if the tax rate is 8%. The sales tax is $ (Round to the nearest cent as needed.) The total bill is $ (Round to the nearest cent as needed.)

Answers

The sales tax on an order of office supplies costing $70.35 with a tax rate of 8% is $5.64. The total bill, including the sales tax, is $76.99.

To find the sales tax and the total bill, we'll calculate them based on the given information:

Cost of office supplies = $70.35

Tax rate = 8%

Sales tax:

Sales tax amount = (Tax rate / 100) * Cost of office supplies

= (8 / 100) * $70.35

= $5.64

The sales tax on the order of office supplies is $5.64.

Total bill:

Total bill amount = Cost of office supplies + Sales tax

= $70.35 + $5.64

= $76.99

The total bill for the order of office supplies, including the sales tax, is $76.99.

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you have a solution that is 1 gr/tbsp. how many grams are in 2 pt?

Answers

To convert grams per tablespoon to grams per pint, we need to know the conversion factor between tablespoons and pints.

Since there are 2 tablespoons in 1 fluid ounce (oz), and there are 16 fluid ounces in 1 pint, we can calculate the conversion factor as follows:

Conversion factor = (2 tablespoons/1 fluid ounce)  (1 fluid ounce/16 fluid ounces) = 1/8

Given that the solution is 1 gram per tablespoon, we can multiply this value by the conversion factor to find the grams per pint:

Grams per pint = (1 gram/tablespoon)  (1/8)  2 pints = 0.25 grams

Therefore, there are 0.25 grams in 2 pints of the solution.

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Determine the equation of the parabola that opens to the right, has vertex (8,4), and a focal diameter of 28.

Answers

Therefore, the equation of the parabola that opens to the right, has vertex (8, 4), and a focal diameter of 28 is (x - 8)^2 = 56(y - 4).

To determine the equation of the parabola that opens to the right, has vertex (8,4), and a focal diameter of 28, we can use the following steps:

Step 1: Find the focus of the parabola

The focus of a parabola is a point that lies on the axis of symmetry and is equidistant from the vertex and the directrix. Since the parabola opens to the right, its axis of symmetry is horizontal and is given by y = 4.

The distance from the vertex (8, 4) to the focus is half of the focal diameter, which is 14. Therefore, the focus is located at (22, 4).

Step 2: Find the directrix of the parabola

The directrix of a parabola is a line that is perpendicular to the axis of symmetry and is located at a distance p from the vertex, where p is the distance from the vertex to the focus.

Since the parabola opens to the right, the directrix is a vertical line that is located to the left of the vertex.

The distance from the vertex to the focus is 14, so the directrix is located at x = -6.

Step 3: Use the definition of a parabola to find the equation

The definition of a parabola is given by the equation (x - h)^2 = 4p(y - k), where (h, k) is the vertex and p is the distance from the vertex to the focus. In this case, the vertex is (8, 4) and the focus is (22, 4), so p = 14.

Substituting these values into the equation, we get:(x - 8)^2 = 4(14)(y - 4)

Simplifying, we get:(x - 8)^2 = 56(y - 4)

The equation of the parabola that opens to the right, has vertex (8, 4), and a focal diameter of 28 is (x - 8)^2 = 56(y - 4).

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a model scale is 1 in. = 1.5 ft. if the actual object is 18 feet, how long is the model? a) 12 inches b) 16 inches c) 24 inches d) 27 inches

Answers

To find the length of the model, we need to use the given scale, which states that 1 inch on the model represents 1.5 feet in reality.

The length of the actual object is given as 18 feet. Let's calculate the length of the model:

Length of model = Length of actual object / Scale factor

Length of model = 18 feet / 1.5 feet/inch

Length of model = 12 inches

Therefore, the length of the model is 12 inches. Therefore, the correct option is (a) 12 inches.

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Having the mean delivery time (10:28am) and the standard deviation (0:55 mins), you now estimate the times within which 95% of the deliveries are made. the interval is: between 8:12 am and 12:43 pm between 8:38 am and 12:18 pm between 9:45 am and 10:15 am between 10:17 am and 12:32 pm

Answers

Based on the given mean delivery time of 10:28am and the standard deviation of 0:55 mins, the estimated times within which 95% of the deliveries are made is (a) between 8:38 am and 12:18 pm.

To calculate this interval, we need to use the z-score formula, where we find the z-score corresponding to the 95th percentile, which is 1.96. Then, we multiply this z-score by the standard deviation and add/subtract it from the mean to get the upper and lower bounds of the interval.

The upper bound is calculated as 10:28 + (1.96 x 0:55) = 12:18 pm, and the lower bound is calculated as 10:28 - (1.96 x 0:55) = 8:38 am.

Therefore, we can conclude that the interval between 8:38 am and 12:18 pm represents the estimated times within which 95% of the deliveries are made based on the given mean delivery time and standard deviation.

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solve for F(s) and apply inver laplace transforms.
l(f′(t)+Bf(t)=A) sF(s)−f(0)−BF(s)= A/S

Answers

To solve for F(s) and apply inverse Laplace transforms of the given differential equation: l(f′(t) + Bf(t)

= A)sF(s) − f(0) − BF(s) = A/S

We start by solving the differential equation;

Step 1: Move all the terms to one side and factorize the f(t) term.

This gives: (s + B)F(s) = A/S + f(0)Then, solving for F(s) gives: F(s) = A/(s(s + B)) + f(0)/(s + B)

Step 2: We then apply the inverse Laplace transforms of each of the terms in the equation to get the solution to the differential equation.

We know that the inverse Laplace transform of 1/s is u(t) while that of 1/(s + a) is e^(-at)u(t).

Therefore, applying the inverse Laplace transform to the equation in Step 1, we get: f(t) = A/B[1 − e^(−Bt)] + f(0)e^(-Bt)

Thus, the solution to the given differential equation is f(t) = A/B[1 − e^(−Bt)] + f(0)e^(-Bt).

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Discuss the actual application of sampling and aliasing in your field of specialization.

Answers

Sampling and aliasing are fundamental concepts in the field of signal processing, with significant applications across various domains. Sampling refers to the process of converting continuous-time signals into discrete-time signals, while aliasing occurs when the sampled signal does not accurately represent the original continuous signal.

In my field of specialization, which is signal processing, sampling plays a crucial role in data acquisition and analysis. For example, in audio processing, analog audio signals are sampled at regular intervals to create a digital representation of the sound. This digitized signal can then be processed, stored, and transmitted efficiently. Similarly, in image processing, continuous images are sampled to create discrete pixel values, enabling various manipulations such as filtering, compression, and enhancement.

However, the process of sampling introduces the possibility of aliasing. Aliasing occurs when the sampling rate is insufficient to capture the high-frequency components of the signal accurately. As a result, these high-frequency components appear as lower-frequency components in the sampled signal, leading to distortion and loss of information. To avoid aliasing, it is essential to satisfy the Nyquist-Shannon sampling theorem, which states that the sampling rate should be at least twice the highest frequency component present in the signal.

In summary, sampling and aliasing are critical concepts in signal processing. Sampling enables the conversion of continuous signals into discrete representations, facilitating various signal processing tasks. However, care must be taken to avoid aliasing by ensuring an adequate sampling rate relative to the highest frequency components of the signal.

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Find f′(0),f′′(0), and determine whether f has a local minimum, local maximum, or neither at x=0. f(x)=3x3−7x2+4 What is f′(0)? f′(0)= What is f′′(0) ? f′′(0)= Does the function have a local minimum, a local maximum, or neither? A. The function has a local maximum at x=0. B. The function has a local minimum at x=0. C. The function has neither a local minimum nor a local maximum at x=0.

Answers

The correct option is (A) The function has a local maximum at x=0.

Given: f(x) = 3x³ - 7x² + 4

To find: f′(0),f′′(0), and determine whether f has a local minimum, local maximum, or neither at x=0. f′(0)=Differentiating f(x) with respect to x,

we get:

f′(x) = 9x² - 14x + 0

By differentiating f′(x), we get:

f′′(x) = 18x - 14

At x = 0,

we get: f′(0)

= 9(0)² - 14(0)

= 0f′′(0)

= 18(0) - 14

= -14

Thus, we have f′(0) = 0 and f′′(0) = -14.

Now, to find if the function has a local minimum, local maximum, or neither at x=0, we need to look at the sign of f′′(x) around x=0.

As f′′(0) < 0, we can say that f(x) has a local maximum at x = 0.

Therefore, the correct option is (A) The function has a local maximum at x=0.

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11. Solve the equation secx=2 on the interval [0,2π)
12. Solve the equation sin x = -√3/2 on the interval [0, 2π)
13. Solve the equation tan x = 0 on the interval [0, 2π) 14. You see a bird flying 10m above flat ground at an angle of elevation of 23°. Find the distance to the bird (round your answer to one decimal place).

Answers

11. The equation sec(x) = 2 can be solved by taking the reciprocal of both sides, which gives cos(x) = 1/2. From the unit circle or trigonometric identities, we know that the cosine function equals 1/2 at π/3 and 5π/3 radians. However, we need to find solutions on the interval [0, 2π). The solutions are x = π/3 and x = 5π/3, as they fall within the given interval.

12. The equation sin(x) = -√3/2 can be solved by referring to the unit circle or using the values of sine at specific angles. We know that sin(x) = -√3/2 corresponds to the angle x = 4π/3 radians. However, we need to find solutions on the interval [0, 2π). The solution x = 4π/3 lies outside this interval, but we can find an equivalent angle within the given interval by subtracting 2π. Thus, x = 4π/3 - 2π = 4π/3 - 6π/3 = -2π/3. Therefore, the solution on the interval [0, 2π) is x = -2π/3.

13. The equation tan(x) = 0 can be solved by finding the angles where the tangent function equals zero. The tangent function is equal to zero at x = 0 radians and x = π radians. However, we need to find solutions on the interval [0, 2π). Both x = 0 and x = π fall within this interval, so the solutions are x = 0 and x = π.

14. The main answer is: The distance to the bird is not mentioned in the question.

To find the distance to the bird, we can use trigonometry and the angle of elevation. Let's assume that the angle of elevation is measured from the horizontal ground.

The tangent of the angle of elevation (θ) is equal to the height of the bird (10 meters) divided by the distance to the bird (d). Therefore, tan(θ) = 10/d.

Given that the angle of elevation is 23°, we can substitute the values into the equation: tan(23°) = 10/d.

To solve for d, we can rearrange the equation: d = 10 / tan(23°).

Using a calculator, we can evaluate tan(23°) ≈ 0.4245, and then calculate d ≈ 23.56 meters.

Therefore, the distance to the bird is approximately 23.56 meters, rounded to one decimal place.

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. Compute f ′
(a) algebraically for the given value of a. HINT [See Example 1.] f(x)=−5x−x 2
;a=9

Answers

The derivative of [tex]f(x) = -5x - x^{2} at x = 9 is f'(9) = -23.[/tex]

To compute the derivative of the function f(x) = [tex]-5x - x^2[/tex] algebraically, we can use the power rule and the constant multiple rule.

Given:

[tex]f(x) = -5x - x^2}[/tex]

a = 9

Let's find the derivative f'(x):

[tex]f'(x) = d/dx (-5x) - d/dx (x^2})[/tex]

Applying the constant multiple rule, the derivative of -5x is simply -5:

[tex]f'(x) = -5 - d/dx (x^2})[/tex]

To differentiate [tex]x^2[/tex], we can use the power rule. The power rule states that for a function of the form f(x) =[tex]x^n[/tex], the derivative is given by f'(x) = [tex]nx^{n-1}[/tex]. Therefore, the derivative of [tex]x^2[/tex] is 2x:

f'(x) = -5 - 2x

Now, we can evaluate f'(x) at a = 9:

f'(9) = -5 - 2(9)

f'(9) = -5 - 18

f'(9) = -23

Therefore, the derivative of [tex]f(x) = -5x - x^2} at x = 9 is f'(9) = -23.[/tex]

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a study of consumer smoking habits includes 152 people in the 18-22 age bracket (57 of whom smoke), 139 people in the 23-30 age bracket (31 of whom smoke), and 88 people in the 31-40 age bracket (27 of whom smoke). if one person is randomly selected from this simple, find the probability of getting someone who is age 23-30 or smokes. state your answer as a decimal to three decimal places.

Answers

The probability of getting someone who is age 23-30 or smokes is given as follows:

0.588.

How to calculate the probability?

The total number of people is given as follows:

152 + 139 + 88 = 379.

The desired outcomes are given as follows:

Age 23-30: 139.Other ages smokers: 57 + 27 = 84.

Hence the number of desired outcomes is given as follows:

139 + 84 = 223.

The probability is calculated as the division of the number of desired outcomes by the number of total outcomes, hence it is given as follows:

223/379 = 0.588.

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Which of theses options best describes the differential equation \[ y^{\prime}+x^{2} y^{2}=0 ? \] linear, first-order linear, second-order separable, first-order

Answers

The differential equation is first-order nonlinear.

First, a differential equation can be classified as a first-order differential equation or a second-order differential equation. In this case, we have a first-order differential equation.

Second, a differential equation can be classified as linear or nonlinear. A linear differential equation can be written in the form y′+p(x)y=q(x), where p(x) and q(x) are functions of x.

A nonlinear differential equation does not follow this form. In this case, the equation is nonlinear because it is not in the form of y′+p(x)y=q(x).

Third, if a differential equation is first-order and nonlinear, it can be further classified based on its specific form. In this case, the differential equation is first-order nonlinear.

Differential equations can be classified based on a variety of characteristics, including whether they are first-order or second-order, whether they are linear or nonlinear, and whether they are separable or not. In the case of the equation y′+x2y2=0, we can see that it is a first-order differential equation because it only involves the first derivative of y.

However, it is a nonlinear differential equation because it is not in the form of y′+p(x)y=q(x).

Because it is both first-order and nonlinear, we can further classify it as a first-order nonlinear differential equation. While the classification of differential equations may seem like a small detail, it can help to inform the specific techniques and strategies used to solve the equation.

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Environment Canterbury are interested in all the trout in a lake. To estimate the size of trout in the lake, they record the weight of 12 trout caught over a weekend.
Do all the trout in the lake represent a population or a sample?
Select one:
O a. Population
O b. Sample

Answers

b. Sample

The 12 trout caught over the weekend represent a subset or a portion of the entire trout population in the lake. Therefore, they represent a sample of the trout in the lake. The population would include all the trout in the lake, whereas the sample consists of a smaller group of individuals selected from that population for the purpose of estimation or analysis.

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Consider the curve given below and point P(1,1). y=x ^3
Part 1 - Slope of the Secant Line Find the slope of the secant line PQ where Q is the point on the curve at the given x-value. 1. For x=2 the slope of PQ is 2. For x=1.4 the slope of PQ is 3. For x=1.05 the slope of PQ is Part 2 - Tangent Line Find the slope and equation of the tangent line to the curve at point P. 1. Slope m= 2. Equation y=

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The given curve is y=x^3. Let the point P be (1,1).

Part 1 - Slope of the Secant Line:

If a line intersects a curve at two points, then the average rate of change or the slope of the line connecting two points is called the slope of the secant line. Find the slope of the secant line PQ where Q is the point on the curve at the given x-value.

1.  The slope of PQ is 7.

For x = 2,

let Q be (2,8).

Then,

the slope of PQ = (8 - 1)/(2 - 1)

                          = 7

2. The slope of PQ is 3.

For x = 1.4,

let Q be (1.4, 2.744).

Then,

the slope of PQ = (2.744 - 1)/(1.4 - 1)

                           = 3

3.  The slope of PQ is 0.315625.

For x = 1.05,

let Q be (1.05, 1.157625).

Then,

the slope of PQ = (1.157625 - 1)/(1.05 - 1)

                          = 0.315625

Part 2 - The slope of the tangent line is 3 and the equation of the tangent line is y = 3x - 2.

The slope of the tangent line to a curve at a point is the derivative of the function at that point.Find the slope and equation of the tangent line to the curve at point P. The curve is y = x³, so the derivative of the function is y' = 3x².

Substitute x = 1 in the derivative function to get the slope of the tangent line at P.

                 m = y'(1) = 3(1)² = 3

The slope of the tangent line is 3. Using the point-slope form, the equation of the tangent line is given by:

          y - 1 = 3(x - 1)y - 1

                  = 3x - 3y

                  = 3x - 2

Therefore, the slope of the tangent line is 3 and the equation of the tangent line is y = 3x - 2.

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. Let {B,;t>0} be a standard Brownian motion.
(a) Find a such the E[(B, +a)2 |Fs] = B3 +2Bs +t-s+1, where Fs, s > 0 is the natural filtration of B.
the following expectation:
E['" (c+sin(s¹) +21og(B,)) dB,] where c is a real constant.
(c) Evaluate cov (B8, B10-B6).
(d) Use Ito's lemma to find the stochastic differential df(t, B,) of the function f(t,B,) = et B?
(e) Find the relationship between real parameters a and b such that M, = aB? - bt is a martingale.

Answers

(a) To find a such that E[(Bt + a)^2 | Fs] = B^3 + 2Bt + t - s + 1, we can expand the square and equate the terms involving Bt:

E[(Bt + a)^2 | Fs] = E[Bt^2 + 2aBt + a^2 | Fs]

                   = E[Bt^2 | Fs] + 2aE[Bt | Fs] + a^2

From the properties of the Brownian motion, we know that E[Bt | Fs] = Bt. Therefore:

E[(Bt + a)^2 | Fs] = E[Bt^2 | Fs] + 2aBt + a^2

Comparing this with B^3 + 2Bt + t - s + 1, we can equate the corresponding terms:

E[Bt^2 | Fs] = B^3

2aBt = 2Bt

a^2 = t - s + 1

From the second equation, we can see that a = 1.

(b) To evaluate the expectation E[c + sin(s^2) + 2log(Bt)] dBt, we can treat c + sin(s^2) + 2log(Bt) as a deterministic function with respect to Bt. Therefore, the expectation becomes:

E[c + sin(s^2) + 2log(Bt)] dBt = (c + sin(s^2) + 2log(Bt)) E[1] dBt

                             = (c + sin(s^2) + 2log(Bt)) dBt

(c) To evaluate cov(B8, B10 - B6), we can use the property that the covariance of independent increments of a Brownian motion is zero. Therefore:

cov(B8, B10 - B6) = cov(B8, B10) - cov(B8, B6)

                 = 0 - 0

                 = 0

(d) Using Ito's lemma, the stochastic differential df(t, Bt) of the function f(t, Bt) = etBt is given by:

df(t, Bt) = (∂f/∂t) dt + (∂f/∂B) dBt + (1/2) (∂^2f/∂B^2) dt

Taking the partial derivatives, we have:

(∂f/∂t) = etBt

(∂f/∂B) = t etBt

(∂^2f/∂B^2) = t^2 etBt

Substituting these values into the stochastic differential, we get:

df(t, Bt) = etBt dt + t etBt dBt + (1/2) t^2 etBt dt

         = etBt dt + (1/2) t^2 etBt dt + t etBt dBt

         = (etBt + (1/2) t^2 etBt) dt + t etBt dBt

         = (1 + (1/2) t^2) etBt dt + t etBt dBt

(e) For M_t = aB_t - bt to be a martingale, the drift term should be zero, i.e., E[dM_t] = 0.

Using Ito's lemma on M_t, we have:

dM_t = (aB_t - bt) dt + a dB_t

Taking the expectation:

E[dM_t] =

E[(aB_t - bt) dt + a dB_t]

       = aE[B_t] dt - bt dt + aE[dB_t]

       = a(0) dt - bt dt + a(0) = -bt dt

For E[dM_t] to be zero, we need -bt dt = 0, which implies b = 0.

Therefore, the relationship between the real parameters a and b for M_t = aB_t - bt to be a martingale is b = 0.

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Which equation represents a direct variation?

A. y = 2x
B. y = x + 4
C. y = x
D. y = 3/x

Answers

The other options B, C, and D do not represent direct variations because they either involve addition (B), do not have a constant multiplier (C), or have an inverse relationship (D).

A direct variation is a relationship between two variables where they are directly proportional to each other. In a direct variation, as one variable increases, the other variable also increases by a constant factor.

Looking at the given equations, the equation that represents a direct variation is:

A. y = 2x

In this equation, y is directly proportional to x with a constant of 2. As x increases, y increases by twice the amount. This equation follows the form of y = kx, where k represents the constant of variation.

The other options B, C, and D do not represent direct variations because they either involve addition (B), do not have a constant multiplier (C), or have an inverse relationship (D).

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Latifa has applied to study for her bachelor's at Zayed University and at UAE University. The probability of getting accepted in Zayed University is 0.35 and the probability of getting accepted in UAE University is 0.53. If Latifa has no chance of getting acceptance from both universities, which of the following statements is true? "Accepted at ZU" and "Accepted at UAEU" are independent but not mutually exclusive events. "Accepted at ZU" and "Accepted at UAEU" are dependent and mutually exclusive events. "Accepted at ZU " and "Accepted at UAEU" are independent and mutually exclusive events. "Accepted at ZU ′′
and "Accepted at UAEU" are dependent and mutually exclusive events. Given that 55% of the UAE population are female and that 15% of the population are younger than 25 years of age, can we conclude that 70%(0.55+0.15) of the population are women or younger than 25 years? No, because the events are not independent No, because the events are not mutually exclusive Yes, by conditional probabilities Yes, by the multiplication rule

Answers

The answer to the first question is: "Accepted at ZU" and "Accepted at UAEU" are dependent and mutually exclusive events.

Latifa has applied to study for her bachelor's degree at two universities - Zayed University and UAE University.

The possibility of being accepted into Zayed University is 0.35, while the probability of being accepted into UAE University is 0.53.

If Latifa has no chance of being accepted to either university, the correct statement is:

"Accepted at ZU" and "Accepted at UAEU" are dependent and mutually exclusive events.

The reason is that if Latifa is accepted at Zayed University, she cannot be admitted to UAE University, and vice versa. As a result, these two events are mutually exclusive.

Furthermore, they are dependent because if the probability of getting into Zayed University is higher than the probability of getting into UAE University, the outcome of one event may influence the probability of the other.

No, we can't conclude that 70% (0.55+0.15) of the population are women or younger than 25 years of age because the events are not mutually exclusive or dependent. If we use the multiplication rule, we can get the correct answer.

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We want to build 10 letter "words" using only the first n=11 letters of the alphabet. For example, if n=5 we can use the first 5 letters, \{a, b, c, d, e\} (Recall, words are just st

Answers

Answer:

Please mark me as brainliest

Step-by-step explanation:

If we want to build 10-letter "words" using only the first n = 11 letters of the alphabet, we can consider it as constructing strings of length 10 where each character in the string can be one of the first 11 letters.

To calculate the total number of possible words, we can use the concept of combinations with repetition. Since each letter can be repeated, we have 11 choices for each position in the word.

The total number of possible words can be calculated as follows:

Number of possible words = n^k

where n is the number of choices for each position (11 in this case) and k is the number of positions (10 in this case).

Therefore, the number of possible 10-letter words using the first 11 letters of the alphabet is:

Number of possible words = 11^10

Calculating this value:

Number of possible words = 11^10 ≈ 25,937,424,601

So, there are approximately 25,937,424,601 possible 10-letter words that can be built using the first 11 letters of the alphabet.

3. Write regular expressions over the vocabulary {0,1} for each of the following: a. All strings consisting of a possibly empty sequence of θ ′
s followed by a non-empty sequence of 1 's. b. All strings which, when interpreted as binary numbers, represent all non-negative numbers divisible by 8. c. All strings representing positive binary numbers n without leading zeros such that there exist positive integers a,b and c with a n
+b n
=c n
. Your answers should use the regex syntax discussed in class. 10-points

Answers

a. Regular expression for strings consisting of θ's followed by 1's:

θ*1+

b. Regular expression for strings representing non-negative numbers divisible by 8:

(0|1)0{3,}(0|1)

c. Regular expression for positive binary numbers without leading zeros satisfying Fermat's Last Theorem:

(1(0|1)){2,}(10+1+0+1(0|1)){2,}(0|1)*

a. Regular expression for strings consisting of θ's followed by 1's:

θ*1+

This regular expression allows for an optional sequence of θ's (represented by θ*) followed by a non-empty sequence of 1's (represented by 1+). This means the string can start with zero or more θ's and must be followed by one or more 1's.

b. Regular expression for strings representing non-negative numbers divisible by 8:

(0|1)0{3,}(0|1)

This regular expression represents strings that can be interpreted as binary numbers. It allows for any combination of 0's and 1's (represented by (0|1)*) followed by three or more consecutive 0's (represented by 0{3,}) and then allows for any additional 0's or 1's.

c. Regular expression for positive binary numbers without leading zeros satisfying Fermat's Last Theorem:

(1(0|1)){2,}(10+1+0+1(0|1)){2,}(0|1)*

This regular expression represents positive binary numbers without leading zeros that satisfy Fermat's Last Theorem. It consists of three main parts:

(1(0|1)){2,}: Represents a sequence of one or more 1's followed by either a 0 or a 1, repeated at least twice.

(10+1+0+1(0|1)){2,}: Represents a sequence that can be interpreted as a sum of positive integers satisfying Fermat's Last Theorem. It consists of a 1, followed by one or more 0's, followed by a 1, followed by a 0, followed by one or more 1's or a combination of 1 and 0, repeated at least twice.

(0|1)*: Represents any additional trailing 0's or 1's.

Overall, this regular expression captures the pattern of positive binary numbers satisfying Fermat's Last Theorem without leading zeros.

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Grammar G=({S,A,B},{a,b},S,{S→abS,S→A,A→baB,B→aA,B→bb}) To do in this exercise ... - Construct a Deterministic Finite Accepter M such that L(M)=L(G), the language generated by grammar G. - Save your Deterministic Finite Accepter as a JFLAP file, and submit that file to Canvas as your solution to this exercise.

Answers

In the given grammar G = ({S, A, B}, {a, b}, S, {S → ab S, S → A, A → baB, B → aA, B → bb}) we are supposed to construct a Deterministic Finite Acceptor M such that L(M) = L(G).

Explanation:

In order to construct a Deterministic Finite Acceptor M such that L(M) = L(G),

we need to follow the following steps:

1. First of all, we need to construct an LR(0) automaton for the given grammar G.

2. After constructing the LR(0) automaton, we have to check whether it is deterministic or not. If it is deterministic, then we can directly convert it into a DFA.

3. If it is not deterministic, then we have to apply the standard procedure to convert an NFA to a DFA.

4. After converting the LR(0) automaton into a DFA, we have to mark the final states in the DFA.

5. Finally, we have to obtain the transition table for the DFA, and that transition table will be our deterministic finite acceptor M such that L(M) = L(G).

So, these are the steps to be followed in order to construct a Deterministic Finite Acceptor M such that L(M) = L(G).

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Pick the best match to describe what each of the symbols below is used to represent in statistics.
answered
Marked out of
The symbol x is used to represent the Choose...
The symbol n is used to represent the ✓ Choose...

Answers

The symbol x is used to represent the observed values of a random variable in statistics. The symbol n is used to represent the sample size in statistics.

Therefore, the best matches to describe what each of the symbols below is used to represent in statistics are: The symbol x is used to represent the observed values of a random variable

The symbol n is used to represent the sample size Let us take an example for each symbol; Example of symbol x:

Let's say, we want to determine the average height of students in a school. We will collect data by taking a random sample of students and measuring their height. The observed heights of these students will be represented by the symbol x.Example of symbol n:

Let's say, we want to determine the average weight of all the citizens in a city. We take a random sample of 150 citizens in the city, measure their weight and then use the formula to calculate the average weight of the population. In this example, the sample size n is 150.

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Let g:[−1,2]→R,g(x)=2sin(πx)+1 or x∈[−π,π] Find the solutions to g(x)=0

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The solutions to g(x) = 0 on the interval [-1, 2] are x = 1/6 and x = 5/6. We are given the function g(x) = 2sin(πx) + 1 for x in the interval [-π, π], and we want to find the solutions to g(x) = 0 on the interval [-1, 2].

To find the solutions to g(x) = 0, we can solve the equation:

2sin(πx) + 1 = 0

Subtracting 1 from both sides of the equation, we get:

2sin(πx) = -1

Dividing both sides by 2, we get:

sin(πx) = -1/2

Now, we need to find all values of x in the interval [-1, 2] for which sin(πx) = -1/2. We know that the sine function is negative in the third and fourth quadrants of the unit circle, where the value is -1/2 at angles π/6 + kπ for some integer k.

Therefore, we have two solutions in the interval [-π, π]:

π/6 + 2πk     or     5π/6 + 2πk

where k is an integer. To find the corresponding values of x in the interval [-1, 2], we can use the formula:

x = (θ + kπ) / π

where θ is one of the solutions above. Plugging in the values of θ and k, we get:

x = (π/6 + 2πk) / π

x = 1/6 + 2k

or

x = (5π/6 + 2πk) / π

x = 5/6 + 2k

where k is an integer.

Finally, we need to check if these solutions lie in the interval [-1, 2]. For k = -1, we have x = -11/6 and x = -1/6, which are both outside of the interval. For k = 0, we have x = 1/6 and x = 5/6, which are both inside the interval and are the only solutions that satisfy the original equation.

Therefore, the solutions to g(x) = 0 on the interval [-1, 2] are x = 1/6 and x = 5/6.

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Suppose X and Y are independent, each distributed as EXP(λ). Show that min{X,Y} is exponential with parameter 2λ.

Answers

To show that min{X,Y} is exponentially distributed with parameter 2λ, we need to demonstrate that it satisfies the properties of an exponential distribution.

First, let's find the cumulative distribution function (CDF) of min{X,Y}. The CDF represents the probability that the random variable takes on a value less than or equal to a given value.

CDF of min{X,Y}:

F(z) = P(min{X,Y} ≤ z)

Since X and Y are independent, the probability that both X and Y are less than or equal to z is equal to the product of their individual probabilities:

F(z) = P(X ≤ z, Y ≤ z) = P(X ≤ z)P(Y ≤ z)

Since X and Y are exponentially distributed with parameter λ, their individual CDFs are given by:

P(X ≤ z) = 1 - e^(-λz)

P(Y ≤ z) = 1 - e^(-λz)

Therefore, the CDF of min{X,Y} can be expressed as:

F(z) = (1 - e^(-λz))(1 - e^(-λz))

Simplifying this expression, we get:

F(z) = 1 - 2e^(-λz) + e^(-2λz)

Now, let's differentiate the CDF to find the probability density function (PDF) of min{X,Y}. The PDF represents the rate at which the random variable changes at a given point.

f(z) = d/dz F(z)

= 2λe^(-λz) - 2λe^(-2λz)

We can observe that the PDF of min{X,Y} resembles the PDF of an exponential distribution with parameter 2λ. The only difference is the coefficient 2λ in front of each term. Therefore, we can conclude that min{X,Y} follows an exponential distribution with parameter 2λ.

Hence, we have shown that min{X,Y} is exponentially distributed with parameter 2λ when X and Y are independent exponential random variables with parameter λ.

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Lastly he mention text that " wee must be knit together in this worke as one man", which these is invoking the body politics in coming together in the best functionally unite as coming together to achieve a common goal.The model of charity that Winthrop establishes from the Christians perspective on what the people in the new world should embodied in this speech is a model that describe a right way for this people to relate toward one other by mirroring the virtues of generosity, unit, fraternity, and frugality. These virtues fit well with the ancient political philosophers in what they call political virtues. Political virtues our excellences of character and soul that is necessary in being a good citizens. One needed to be self-sacrificial, fraternity one of the idea of the first revolution, unity and liberality in regarding the good of community as greater than one own good. Winthrop gives us this speech which focuses on early political ideas through theological theory of political community which is establishes necessary for this community to undertake in this mission that they are on. Winthrop understands the project of this mission that they are on an errand for God in recreated a New Jerusalem in the new world, a novel Christian Community. As result create model of political practices that would affect the future generation to come. The first thing he suggest that if this community is to be successful in the errand to God is by being liberal and unify they will create a space that God would dwell among them, if they embodied Christian charity they will form a community that will house the "sacred", God, in which no one would be able to resist God. In stating in the text the "the eies of all people are upon us", there no room for failure which would lead to death or make Christianity look far off ideological idea doom for doom to sink, but success means power and providing a model for correct Christians value that can be view by others Christians around the world.Winthrop wanted to motivate and prepare his people to create a new society through God will. In listing the standards and virtues for this political community through charity by generosity, success, and to doing the right things upon others establishes city upon hill that still a common goal till this day for Americans to follow. Using Eclipse, create a New Java project named YourNameCh3Project Line 1 should have a comment with YourName Delete any unnecessary comments created by Netbeans. All variable names must begin with your initials in lower case. Be sure to make comments throughout your project explaining what your code. Write a program that prompts the user to enter a number for temperature. If temperature is less than 30, display too cold; if temperature is greater than 100, display too hot; otherwise, displays just right.This is the code I havepublic class Delores {import java.util.Scanner;public class DeloresCh3Project{public static void main(String[] args){Scanner b = new Scanner(System.in); // Create a Scanner object bSystem.out.println("Enter Temperature:");int temperature = b.nextInt(); //here it will take user input for temperatureif(temperature100) //here condition to check whether temperature is less than 100{System.out.print("too hot"); //here else-if it satisfies it will print too hot}else{System.out.print("just right"); //here else where it will take greater than 30 and less than 100}}}This is the error i am gettingError: Main method not found in class Delores, please define the main method as:public static void main(String[] args)or a JavaFX application class must extend javafx.application.ApplicationWhat am i doing wrong?? 3-21 Complete this table for [tex]\mathrm{H}_2 \mathrm{O}[/tex] :[tex][tex]\begin{tabular}{cccc}\ \textless \ br /\ \textgreater \ \hline.[tex]{ }^{\circ} \mathrm{C}[/tex] & [tex]P . \mathrm{kPa}[/tex] & [tex]u, \mathrm{~kJ} / \mathrm{kg}[/tex] & Phase description \\\hline & 400 & 1450 & Saturated vapor \\220 & & & \\190 & 2500 & 3040 \\\hline\end{tabular}[/tex][/tex] Project Part 1B: Gap Analysis Plan and Risk Assessment Methodology: Students will create a gap analysis plan. They will also review two risk assessment methodologies and recommend one the company should use to perform a risk assessmentScenarioAfter the productive team meeting, Fullsofts chief technology officer (CTO) wants further analysis performed and a high-level plan created to mitigate future risks, threats, and vulnerabilities. As part of this request, you and your team members will create a plan for performing a gap analysis, and then research and select an appropriate risk assessment methodology to be used for future reviews of the Fullsoft IT environment.An IT gap analysis may be a formal investigation or an informal survey of an organization's overall IT security. The first step of a gap analysis is to compose clear objectives and goals concerning an organization's IT security. For each objective or goal, the person performing the analysis must gather information about the environment, determine the present status, and identify what must be changed to achieve goals. The analysis most often reveals gaps in security between "where you are" and "where you want to be."Two popular risk assessment methodologies are NIST SP 800-30 revision 1, Guide for Conducting Risk Assessments, and Operationally Critical Threat, Asset, and Vulnerability Evaluation (OCTAVE). Your focus will be on the OCTAVE Allegro version, which is a more concise version of OCTAVE. When reviewing the methodologies, consider the following:Which features or factors of each methodology are most important and relevant to Fullsoft?Which methodology is easier to follow?Which methodology appears to require fewer resources, such as time and staff, but still provides for a thorough assessment?Tasks:Create a high-level plan to perform a gap analysis.Review the following two risk assessment methodologies:NIST SP 800-30 rev. 1, Guide for Conducting Risk Assessments (formerly titled " Risk Management Guide for Information Technology Systems")Operationally Critical Threat, Asset, and Vulnerability Evaluation (OCTAVE), Allegro versionCreate a report that includes the gap analysis plan, a brief description of each risk assessment methodology, a recommendation for which methodology Fullsoft should follow, and a justification for your choice