Given the pmf :
X=x 0 1 2 3
P(X=x) 0.15 0.25 k 0.35
Find,
i. the value of k that result in a valid probability distribution.
ii. the expected value of X.
iii. the variance and the standard deviation of X.
iv. the probability that X greater than or equal to 1?
v. the CDF of X.

Answers

Answer 1

i. The value of k that results in a valid probability distribution is 0.25.

ii. The expected value of X is 1.9.

iii. The variance of X is 0.9025 and the standard deviation of X is 0.95.

iv. The probability that X is greater than or equal to 1 is 0.85.

v.  The CDF of X is:

F(x) = 0 for x<0

F(x) = 0.15 for 0<=x<1

F(x) = 0.4 for 1<=x<2

F(x) = 0.65 for 2<=x<3

F(x) = 1 for x>=3.

i. To find the value of k that results in a valid probability distribution, we need to use the fact that the sum of the probabilities for all possible values of X must equal 1.

Thus, we have:

0.15 + 0.25 + k + 0.35 = 1

Simplifying this equation, we get:

k = 0.25

Therefore, the value of k that results in a valid probability distribution is 0.25.

ii. The expected value of X, denoted by E(X), can be calculated using the formula:

E(X) = Σ[x*P(X=x)]

where the sum is taken over all possible values of X.

Thus, we have:

E(X) = (00.15) + (10.25) + (20.25) + (30.35)

E(X) = 1.9

Therefore, the expected value of X is 1.9.

iii. The variance of X, denoted by Var(X), can be calculated using the formula:

Var(X) = Σ[(x-E(X))^2*P(X=x)]

where the sum is taken over all possible values of X.

Thus, we have:

[tex]Var(X) = (0-1.9)^20.15 + (1-1.9)^20.25 + (2-1.9)^20.25 + (3-1.9)^20.35[/tex]

Var(X) = 0.9025

The standard deviation of X, denoted by σ(X), is the square root of the variance, i.e., σ(X) = [tex]\sqrt{(Var(X)}[/tex].

Therefore:

σ(X) = sqrt(0.9025) = 0.95

Therefore, the variance of X is 0.9025 and the standard deviation of X is 0.95.

iv. The probability that X is greater than or equal to 1 can be calculated by adding the probabilities of X=1, X=2, and X=3.

Thus, we have:

P(X>=1) = P(X=1) + P(X=2) + P(X=3)

= 0.25 + 0.25 + 0.35

= 0.85

Therefore, the probability that X is greater than or equal to 1 is 0.85.

v. The CDF of X, denoted by F(x), is defined as:

F(x) = P(X<=x)

for all possible values of x.

Thus, we have:

F(0) = P(X<=0) = 0.15

F(1) = P(X<=1) = 0.15 + 0.25 = 0.4

F(2) = P(X<=2) = 0.4 + k = 0.65

F(3) = P(X<=3) = 0.65 + 0.35 = 1

Therefore, the CDF of X is:

F(x) = 0 for x<0

F(x) = 0.15 for 0<=x<1

F(x) = 0.4 for 1<=x<2

F(x) = 0.65 for 2<=x<3

F(x) = 1 for x>=3.

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Related Questions

Consider the rational function R(z) = z^2 -1 / (z^2 +5) (z-2)(a) What are the poles of the function R(z)? (b) What are the residues of the function R(z) at its poles?

Answers

(a) The poles of the rational function R(z) are

1) z = 2 (a simple pole)

2) z = i√5 (a double pole)

3) z = -i√5 (a double pole)

(b) The residues of R(z) at its poles are

1) Res(z=2) = 3/7

2) Res(z=i√5) = 2i√5 / (3+4i√5)

3) Res(z=-i√5) = -2i√5 / (3-4i√5)

(a) The poles of the rational function R(z) are the values of z that make the denominator zero, since division by zero is undefined. Therefore, the poles are z = 2 (a simple pole) and the roots of z² + 5 = 0, which are z = i√5 (a double pole) and z = -i√5 (a double pole).

(b) To find the residues of R(z) at its poles, we need to use the formula:

Res(z=a) =[tex]\lim_{z \to a}[/tex] (z-a) f(z)

where f(z) is the given rational function.

At z = 2, the pole is simple, so the residue is given by:

Res(z=2) = [tex]\lim_{z \to2}[/tex]] (z-2) [(z²-1) / (z²+5)(z-2)]

= [tex]\lim_{z \to2}[/tex] [(z²-1) / (z²+5)]

= (2²-1) / (2²+5)

= 3/7

At z = i√5 and z = -i√5, the poles are double, so we need to use a different formula:

Res(z=a) =[tex]\lim_{z \to a}[/tex] d/dz [(z-a)² f(z)]

For z = i√5, we have:

Res(z=i√5) =[tex]\lim_{z \to i\sqrt{5} }[/tex]d/dz [(z-i√5)² (z²-1) / (z²+5)(z-2)]

=[tex]\lim_{z \to i\sqrt{5} }[/tex][(z-i√5)² (2z) / (z-2)]

= (2i√5) / (-3-4i√5)

Similarly, for z = -i√5, we have:

Res(z=-i√5) =[tex]\lim_{z \to i\sqrt{5} }[/tex] d/dz [(z+i√5)² (z²-1) / (z²+5)(z-2)]

=[tex]\lim_{z \to i\sqrt{5} }[/tex] [(z+i√5)² (2z) / (z-2)]

= (-2i√5) / (-3+4i√5)

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Load HardyWeinberg package and find the mle of the N allele in the 195th row of Mourant dataset, atleast 3 decimal places: library(HardyWeinberg) data("Mourant") D=Mourant[195,]

Answers

The MLE for the N allele is stored in `mle_result$p` with at least 3 decimal places. To view the result, you can print it: `print(round(mle_result$p, 3))`

To load the HardyWeinberg package and find the maximum likelihood estimate (MLE) of the N allele in the 195th row of the Mourant dataset, you can follow these steps:

1. Start by loading the HardyWeinberg package using the library() function:

  library(HardyWeinberg)

2. Next, load the Mourant dataset using the data() function:

  data("Mourant")

3. Select the 195th row of the dataset and assign it to a new variable D:

  D = Mourant[195,]

4. Finally, use the hw.mle() function from the HardyWeinberg package to calculate the MLE of the N allele in the 195th row of the dataset:

  hw.mle(D)[2]

The result will be a numeric value representing the MLE of the N allele, rounded to at least 3 decimal places.

To find the MLE (maximum likelihood estimate) of the N allele in the 195th row of the Mourant dataset using the HardyWeinberg package in R, follow these steps:

1. Load the HardyWeinberg package: `library(HardyWeinberg)`
2. Load the Mourant dataset: `data("Mourant")`
3. Extract the 195th row: `D = Mourant[195,]`
4. Calculate the MLE of the N allele using the `HWMLE` function: `mle_result = HWMLE(D)`

The MLE for the N allele is stored in `mle_result$p` with at least 3 decimal places. To view the result, you can print it: `print(round(mle_result$p, 3))`

Remember to run each of these commands in R or RStudio.

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how can you count the number of ways to assign m jobs to n employees so that each employee is assigned at least one job?

Answers

[tex]n^{m}[/tex] - [tex](n-1)^{m}[/tex] * m + [tex](n-2)^{m}[/tex] * (m choose 2) - [tex](n-1)^{m}[/tex] * (m choose 3) + ... + [tex](-1)^{(n-1)}[/tex] * [tex]1^{m}[/tex] * (m choose n-1)

This formula gives the total number of ways to assign m jobs to n employees so that each employee is assigned at least one job.

What is combinatorics?

Combinatorics is a branch of mathematics that deals with counting and arranging the possible outcomes of different arrangements and selections of objects. It is concerned with the study of discrete structures, such as graphs, hypergraphs, and matroids, and their properties.

This problem is a classic example of applying the principle of inclusion-exclusion.

Let's start by assuming that we can assign any number of jobs to each employee, without the constraint that each employee must receive at least one job. In this case, the number of ways to assign m jobs to n employees would be n^m, since each job has n choices of employee to assign it to.

However, we need to subtract the number of cases where at least one employee is left without a job. This can happen in m different ways, since we can choose any of the m jobs to be unassigned. For each of these cases, there are [tex](n-1)^{m}[/tex] ways to assign the remaining jobs to the n-1 remaining employees.

However, we have now "overcorrected" for cases where more than one employee is left without a job, since we have subtracted those cases twice (once for each pair of employees that are left out). To correct for this, we need to add back in the number of cases where at least two employees are left without a job. This can happen in (m choose 2) ways, since we can choose any pair of jobs to be unassigned. For each of these cases, there are [tex](n-1)^{m}[/tex] ways to assign the remaining jobs to the remaining n-2 employees.

We continue this process of alternating subtraction and addition for all possible numbers of employees left without a job, up to n-1. The final answer is:

[tex]n^{m}[/tex] - [tex](n-1)^{m}[/tex] * m + [tex](n-2)^{m}[/tex] * (m choose 2) - [tex](n-1)^{m}[/tex] * (m choose 3) + ... + [tex](-1)^{(n-1)}[/tex] * [tex]1^{m}[/tex] * (m choose n-1)

This formula gives the total number of ways to assign m jobs to n employees so that each employee is assigned at least one job.

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Question Which property of double integrals should be applied as a logical first step to evaluate SR (2xy + y²) dA over the region R={(x,y)0 < x < 1, 0 SSR 9(x, y)dA. • If f(x,y) is integrable over the rectangular region R and m = f(x, y) = M, then m x A(R) = SSR f(x,y)dA MX A(R). Assume f(x,y) is integrable over the rectangular region R. In the case where f(x,y) can be factored as a product of a function g(x) of x only and a function h(y) of y only, then over the region OR={(x, y) a < x

Answers

The value of the integral SR (2xy + y²) dA over the region R={(x,y)|0 < x < 1, 0 < y < x} is 1/4.

The property of double integrals that should be applied as a logical first step to evaluate the integral SR (2xy + y²) dA over the region R={(x,y)|0 < x < 1, 0 < y < x} is the iterated integral.

The iterated integral involves evaluating the integral with respect to one variable at a time, either by integrating with respect to x first and then with respect to y, or vice versa.

For this specific integral, the limits of integration for y depend on the value of x, so we should integrate with respect to y first, and then with respect to x.

So, we can write:

SR (2xy + y²) dA = [tex]\int\limits {0^{1} x} \int\limits 0^{x(2xy+y^{2} )} dy dx[/tex]

Then, we can integrate with respect to y:

= [tex]=\int\limits {0^{1} [x^{2}+\frac{1}{3}y^{3} ]dydx ,\\ = \int\limits {0^{1} [x^{2}x+\frac{1}{3}x^{3} ]dx[/tex] evaluated from y=0 to y=x

= (1/4)

Therefore, the value of the integral SR (2xy + y²) dA over the region R={(x,y)|0 < x < 1, 0 < y < x} is 1/4.

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A magazine conducts an annual survey in which readers rate their favorite cruise ship. All ships are rated on a 100-point scale, with higher values indicating better service. A sample of 38 ships that carry fewer than 500 passengers resulted in an average rating of 85.15, and a sample of 44 ships that carry 500 or more passengers provided an average rating of 81.90. Assume that the population standard deviation is 4.55 for ships that carry fewer than 500 passengers and 3.97 for ships that carry 500 or more passengers.

(a)

What is the point estimate of the difference between the population mean rating for ships that carry fewer than 500 passengers and the population mean rating for ships that carry 500 or more passengers? (Use smaller cruise ships − larger cruise ships.)

(b)

At 95% confidence, what is the margin of error? (Round your answer to two decimal places.)

(c)

What is a 95% confidence interval estimate of the difference between the population mean ratings for the two sizes of ships? (Use smaller cruise ships − larger cruise ships. Round your answers to two decimal places.)

Answers

The population standard deviation is 4.55 for ships that carry fewer than 500 passengers and 3.97 for ships that carry 500 or more passengers

The point estimate is 3.25.

The margin of error is 1.78.

The 95% confidence interval for the difference between the population mean ratings for the two sizes of ships is (1.47, 4.73).

The point estimate of the difference between the population mean rating for ships that carry fewer than 500 passengers and the population mean rating for ships that carry 500 or more passengers is:

85.15 - 81.90 = 3.25

So the point estimate is 3.25.

The margin of error, we need to calculate the standard error of the difference between the sample means:

[tex]SE = \sqrt{((s1^2 / n1) + (s2^2 / n2))[/tex]

s1 and s2 are the population standard deviations, n1 and n2 are the sample sizes, and SE is the standard error.

Substituting the values we have:

[tex]SE = \sqrt{((4.55^2 / 38) + (3.97^2 / 44))} = 0.9088[/tex]

The margin of error is then:

[tex]ME = 1.96 \times SE = 1.78[/tex](rounded to two decimal places)

So the margin of error is 1.78.

To find the 95% confidence interval, we can use the formula:

(point estimate) ± (margin of error)

Substituting the values we have:

[tex]3.25 \± 1.78[/tex]

The lower bound of the interval is:

3.25 - 1.78 = 1.47

The upper bound of the interval is:

3.25 + 1.78 = 4.73

The 95% confidence interval for the difference between the population mean ratings for the two sizes of ships is (1.47, 4.73).

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A randomly sampled group of patients at a major U.S. regional hospital became part of a nutrition study on dietary habits. Part of the study consisted of a 50‑question survey asking about types of foods consumed. Each question was scored on a scale from one: most unhealthy behavior, to five: most healthy behavior. The answers were summed and averaged. The population of interest is the patients at the regional hospital. A prior study conducted at the hospital showed that averaging scores over 50 questions produces a Normal population distribution.

If we obtain a sample of =15n=15 subjects and wish to calculate a 95% confidence interval, the critical value ∗t∗ is:

Answers

The critical value (t*) for a 95% confidence interval with a sample size of n = 15 = ≈ 2.145

We can be determined using a t-distribution table or a statistical calculator with the appropriate degrees of freedom.

For a sample size of n = 15,

the degrees of freedom (df) for a t-distribution = (n - 1), which in this case would be (15 - 1) = 14.

Using a t-distribution table or a statistical calculator,

the critical value (t*) for a 95% confidence interval with df = 14 = ≈ 2.145.

What is a critical value?

In statistics, a critical value is a cutoff point used in hypothesis testing or constructing confidence intervals. It is used to determine whether a test statistic falls in the critical region, which would lead to the rejection of the null hypothesis.

For example, in the above case of a confidence interval, a critical value can be used to determine the margin of error or the range within which the true population parameter is likely to fall with a certain level of confidence.

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If x=0.55 and y = 0.06, then value of C in the antiderivative of F(x) = xsin -1(x) /1-x² is

Answers

The value of C in the antiderivative of F(x) = xsin -1(x) /1-x² is 0.55 * sin⁽⁻¹⁾(0.55) / (1 - 0.55² + 0.06)

To find the value of C in the antiderivative of F(x) = xsin⁽⁻¹⁾(x) / (1-x²) when x=0.55 and y=0.06, follow these steps:

1. Integrate F(x) with respect to x to find the antiderivative G(x).

G(x) = ∫(x * sin⁽⁻¹⁾(x) / (1 - x²)) dx

Unfortunately, the integral of this function is non-elementary, meaning it cannot be expressed in terms of elementary functions. Therefore, we can't find an explicit expression for G(x).

2. However, since G(x) is an antiderivative of F(x), we know that:

G'(x) = F(x) = xsin⁽⁻¹⁾(x) / (1 - x²)

3. Now, we are given the values of x and y, which are 0.55 and 0.06, respectively. Plug these values into G'(x) = F(x):


Therefore, The value of C in the antiderivative of F(x) = xsin -1(x) /1-x² is 0.55 * sin⁽⁻¹⁾(0.55) / (1 - 0.55² + 0.06)

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Given A(15) = 20 and a₁ = -8, what is d? A. d = 130 B. d = 2 C. d = 1.5 D. Cannot be solved due to insufficient information given.

Answers

When given A(15) = 20 and a₁ = -8 then,d=2. The correct answer is option B. The issue appears to be related to math arrangements, where A(n) speaks to the nth term of the arrangement and a₁ speaks to the primary term of the sequence.

Ready to utilize the equation for the nth term of a math arrangement:

A(n) = a₁ + (n-1)d

where d is the common contrast between sequential terms.

20 = -8 + (15-1)d Streamlining this condition, we get:

20 = -8 + 14d

28 = 14d

d = 28/14

d = 2

Hence, the esteem of d is 2, which is choice B.

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The half-life of cesium-137 is 30 years. Suppose we have a 130-mg sample.(a) Find the mass that remains after t years. y(t) = $$130·2^-(t/30)(b) How much of the sample remains after 100 years? (Round your answer to two decimal places.) (c) After how long will only 1 mg remain? (Round your answer to one decimal place.)

Answers

a. The mass remaining after t years, 130 is the initial mass, and 30 is the half-life of cesium-137.

b.  About 19.35 mg of the sample will remain after 100 years.

c.  After about 330 years, only 1 mg of the sample will remain

How to find decimal places?

(a) The mass remaining after t years can be found using the formula:

[tex]y(t) = 130 * 2^(-t/30)[/tex]

where y(t) represents the mass remaining after t years, 130 is the initial mass, and 30 is the half-life of cesium-137.

(b) To find how much of the sample remains after 100 years, we can substitute t = 100 into the formula:

[tex]y(100) = 130 * 2^(-100/30) = 19.35 mg[/tex]

Therefore, about 19.35 mg of the sample will remain after 100 years.

(c) We need to solve the equation y(t) = 1 for t. Substituting y(t) and solving for t, we get:

[tex]1 = 130 * 2^(-t/30)[/tex]

[tex]2^(-t/30) = 1/130[/tex]

[tex]-t/30 = log2(1/130)[/tex]

[tex]t = -30 * log2(1/130) = 330 years[/tex]

Therefore, after about 330 years, only 1 mg of the sample will remain.

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a) The decay of cesium-137 can be modeled by the function [tex]y(t) = 130 * 2^{(-t/30)[/tex]

b) after 100 years, only about 31.57 mg of the sample remains.

c) after about 207.1 years, only 1 mg of the sample will remain.

(a) The decay of cesium-137 can be modeled by the function [tex]y(t) = 130 * 2^{(-t/30)[/tex], where t is the time in years and y(t) is the remaining mass of the sample in milligrams.

To find the mass that remains after t years, we simply plug in the value of t into the function:

[tex]y(t) = 130 * 2^{(-t/30)[/tex]

(b) To find the amount of the sample that remains after 100 years, we plug in t = 100:

[tex]y(100) = 130 * 2^{(-100/30)[/tex] ≈ 31.57 mg

So after 100 years, only about 31.57 mg of the sample remains.

(c) To find the time it takes for only 1 mg to remain, we set y(t) = 1 and solve for t:

[tex]1 = 130 * 2^{(-t/30)}\\\\2^{(-t/30)} = 1/130[/tex]

Taking the natural logarithm of both sides, we get:

[tex]ln(2^{(-t/30)}) = ln(1/130)[/tex]

Using the logarithmic identity [tex]ln(a^b) = b * ln(a)[/tex], we can simplify the left side:

(-t/30) * ln(2) = ln(1/130)

Solving for t, we get:

t = -30 * ln(1/130) / ln(2) ≈ 207.1 years

So after about 207.1 years, only 1 mg of the sample will remain.

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Find the number of units x that produces the minimum average cost per unit C in the given equation. C = 0.08x3 + 55x2 + 1395 = X= units

Answers

Producing a very small number of units greater than 0 will result in the minimum average cost per unit.

To find the number of units x that produces the minimum average cost per unit C in the given equation, first, we need to find the derivative of the cost function C(x) with respect to x:

C(x) = 0.08x^3 + 55x^2 + 1395

C'(x) = 0.24x^2 + 110x

Next, we need to find the critical points by setting C'(x) to 0:

0.24x^2 + 110x = 0

x(0.24x + 110) = 0

The critical points are x = 0 and x = -110/0.24 ≈ -458.33. Since we cannot have a negative number of units, we only consider x = 0. However, this point corresponds to producing no units, which is not our goal. Therefore, we should examine the behavior of the function for larger values of x to see if the cost per unit decreases.

As x increases, the x^3 term in the cost function will dominate, and the cost per unit will increase.

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Find the general antiderivative of the function f(x) = 4v(5x – 3)- 5/2 e^^3x + 7/x^2

Answers

The general antiderivative of the function f(x) = 4√(5x - 3) - 5/2e³ˣ + 7/x² is:

F(x) = (8/3)(5x - 3)³/² - (5/6)e³ˣ - 7/x + C


To find the antiderivative, we'll integrate each term separately:

1. For 4√(5x - 3), let u = 5x - 3, then du/dx = 5.
∫4√(5x - 3)dx = (4/5)∫√u du = (4/5)(2/3)u³/² = (8/3)(5x - 3)³/²

2. For -5/2e³ˣ, simply integrate:
∫(-5/2)e³ˣdx = (-5/6)e³ˣ

3. For 7/x², rewrite as 7x^(-2) and integrate:
∫7x⁻²dx = -7x⁻¹ = -7/x

Combine the results and add the constant of integration, C:
F(x) = (8/3)(5x - 3)³/² - (5/6)e³ˣ - 7/x + C

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The sum of the measures of three angles in a quadrilateral is 280 whats the measure of the fourth angle???

Answers

The measure of the fourth angle in the quadrilateral is 100 degrees. (360 - 280 = 80, 180 - 80 = 100)

Answer: the measure of the fourth angle is 80 degrees.

Step-by-step explanation: Let x be the fourth angle's measure in degrees.

x + (angle 1) + (angle 2) + (angle 3) = 360. We can substitute 280 for the sum of the other three angles:

x + 280 = 360. Subtraction of 280 results in

x = 80.

(2 points) An oil company discovered an oil reserve of 130 million barrels. For time t > 0, in years, the company's extraction plan is a linear declining function of time as follows: q(t)- a - bt, where q(t) is the rate of extraction of oil in millions of barrels per year at time t and b 0.1 and a-10 (a) How long does it take to exhaust the entire reserve? time = ... years (b) The oil price is a constant 35 dollars per barrel, the extraction cost per barrel is a constant 14 dollars, and company's profit? value = .... millions of dollars

Answers

(a) It will take 100 years to exhaust the entire reserve.

(b)  The company's profit is 7000 million dollars.

(a) To find out how long it takes to exhaust the entire reserve, we need to find the value of t when q(t) = 0. We know that q(t) = a + bt, so setting q(t) = 0 gives:

0 = a + bt

Solving for t, we get:

t = -a/b = -(-10)/0.1 = 100

Therefore, it takes 100 years to exhaust the entire reserve.

(b) The profit the company makes is the revenue from selling the oil minus the cost of extracting the oil. The revenue is the number of barrels extracted multiplied by the price per barrel, which is 35 dollars per barrel. The cost of extracting the oil is the number of barrels extracted multiplied by the cost per barrel, which is 14 dollars per barrel. So, the profit is:

Profit = (Revenue) - (Cost)

= (Number of barrels extracted) x (Price per barrel) - (Number of barrels extracted) x (Cost per barrel)

= (q(t) x t) x 35 - (q(t) x t) x 14

= (a + bt) x t x 35 - (a + bt) x t x 14

= (10 + 0.1t) x t x 35 - (10 + 0.1t) x t x 14

=[tex]0.3t^2 x 35 - 0.2t^2 x 14[/tex]

= [tex]3.5t^2 - 2.8t^2[/tex]

= [tex]0.7t^2[/tex]

Plugging in t = 100, we get:

Profit = [tex]0.7 x 100^2[/tex]

= 7,000

Therefore, the company's profit is 7,000 million dollar

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In regression analysis, the variable that is being predicted is the a. response, or dependent, variable b. independent variable c. intervening variabled. is usually x

Answers

The correct answer is (a) response, or dependent, variable

In regression analysis, the variable that is being predicted is the response variable, which is also known as the dependent variable. The dependent variable is the variable that is being explained or predicted by the regression model.

The independent variable(s), on the other hand, are the variable(s) that are used to explain or predict the variation in the dependent variable. These variables are also called predictor variables or explanatory variables.

Intervening variables are variables that come between the independent variable(s) and the dependent variable and affect the relationship between them. These variables are also known as mediator variables or intermediate variables.

Therefore, the correct answer is (a) response, or dependent, variable.

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In a sample of 375 college seniors, 318 responded positively when asked if they have spring fever. Based upon this, compute a 95% confidence interval for the proportion of all college seniors who have spring fever. Then find the lower limit and upper limit of the 95% confidence interval. Carry your intermediate computations to at least three decimal places, Round your answers to two decimal places. (if necessary, consult a list of formulas)
Lower limit: _____
Upper limit: _____

Answers

The lower limit and upper limit of the 95% confidence interval is Lower limit: 0.847 and Upper limit: 0.893.

What is limit?

Limit is a mathematical concept used to describe the value of a function when the independent variable approaches a given point. It is used to describe the behaviour of the function at the point and can either be finite or infinite. Limits are used to determine the continuity of a function, to construct derivatives and integrals, and to study the behaviour of a function near a point.

Intermediate Computations:

Sample size = 375

Positive responses = 318

p = 318/375 = 0.845333

Standard error = sqrt[p(1-p)/375] = sqrt[(0.845333)(1-0.845333)/375] = 0.0133298

95% confidence interval = p ± (1.96)×SE

= 0.845333 ± (1.96)×0.0133298

= 0.847 (lower limit) to 0.893 (upper limit)

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Find unit vectors that satisfy the stated conditions. NOTE: Enter the exact answers in terms of i, j and k. (a) Same direction as -2i + 9ju = -2i + 9 j/ √ 85(b) Oppositely directed to 10i – 5j + 20k. v = -2/ √ 21 i + 1/√ 21 j - 4/ √ 21 kc) Same direction as the vector from the point A(-2,0,3) to the point B(2.2.2)w = 4i + 2j - k/ √ 21

Answers

The unit vectors that satisfy the stated conditions,

(a) Same direction as -2i + 9j: -2/√85 i + 9/√85 j

(b) Oppositely directed to 10i – 5j + 20k: -10/√525 i + 5/√525 j - 20/√525 k

(c) Same direction as vector AB: 4/√21 i + 2/√21 j - 1/√21 k

(a) To find a unit vector in the same direction as -2i + 9j, we first need to find the magnitude of -2i + 9j, which is √( (-2)² + 9² ) = √85. Then, to get a unit vector in the same direction, we divide by the magnitude: (-2/√85)i + (9/√85)j.

(b) To find a unit vector oppositely directed to 10i - 5j + 20k, we first need to find the magnitude of 10i - 5j + 20k, which is √(10² + (-5)² + 20²) = √(645). Then, to get a unit vector in the opposite direction, we negate each component and divide by the magnitude: (-10/√645)i + (5/√645)j - (20/√645)k.

(c) To find a unit vector in the same direction as the vector from A(-2,0,3) to B(2,2,2), we subtract the coordinates of A from B to get the vector AB: (4,2,-1). Then, we find the magnitude of AB: √(4² + 2² + (-1)²) = √21. Finally, to get a unit vector in the same direction, we divide AB by its magnitude: (4/√21)i + (2/√21)j - (1/√21)k.

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The time for a worker to assemble a component is normally distributed with mean 15 minutes and variance 4. Denote the mean assembly times of 16 day-shift workers and 9 night-shift workers by and , respectively. Assume that the assembly times of the workers are mutually independent. Compute P( - < -1.5) is

Answers

We can find probabilities involving X - Y using a conventional normal distribution table as X - Y N(0, 100) may be expressed as X + Y N(30, 100).

Since the assembly times of the workers are normally distributed, the difference in the mean assembly times X - Y will also be normally distributed. The mean and variance of the difference can be calculated as follows:

E(X - Y) = E(X) - E(Y) = 15 - 15 = 0

Var(X - Y) = Var(X) + Var(Y) = (16)(4) + (9)(4) = 100

Therefore, X - Y ~ N(0, 100).

To find the distribution of X - Y, we need to standardize it by subtracting the mean and dividing by the standard deviation:

Z = (X - Y - E(X - Y)) / √(Var(X - Y))

= (X - Y - 0) / 10

Since X and Y are independent, their difference X - Y will also be independent of their sum X + Y. We can use this fact to find the distribution of X - Y:

P(X - Y < k) = P(X + (-Y) < k)

= P(X + Y < k)

Let Z be a standard normal random variable. Then,

P(X + Y < k) = P((X + Y - 2(15)) / 10 < (k - 2(15)) / 10)

= P(Z < (k - 30) / 10)

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The question is -

The time for a worker to assemble a component is normally distributed with a mean of 15 minutes and variance 4. Denote the mean assembly times of 16 day-shift workers and 9 night-shift workers by X and Y, respectively. Assume that the assembly times of the workers are mutually independent. The distribution of X - Y is

If we are using the normal approximation to determine the probability of at most 28 successes in a binomial distribution P(X<28) the normal distribution probability that is used to make the estimate is (1) P(X< 28.5) (ii) P(X<28) (iii) P(XS 27.5) (iv) P(X<28)

Answers

The normal distribution probability that is used to make the estimate is (i) P(X<28.5).

The normal approximation to the binomial distribution involves using the mean and standard deviation of the binomial distribution to estimate the corresponding values in the normal distribution. In this case, we want to find the probability of at most 28 successes in a binomial distribution,

so we would use the continuity correction by adding 0.5 to the upper limit to get P(X<28.5).

Therefore, the normal distribution probability that is used to make the estimate is (i) P(X<28.5).

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Jump to level 1
A real estate agent believes that the mean home price in the northern part of a county is higher than the mean price in the southern part of the county and would like to test the claim. A simple random sample of housing prices is taken from each region. The results are shown below.
Southern Northern
Mean 155.056 168.889
Variance 345.938 560.928
Observations 18 18
Pooled Variance 453,433
Hypothesized 0
df 34
t Stat 1.949
P[T<=t) one-tail 0.030
t Critical one-tail 2.441
PIT<=t) two-tail 0.060
t Critical two-tail 2.728
Confidence Level 99%
n=_________
Degrees of freedom: df = _______
Point estimate for the southern part of the county: x1 = ________
Point estimate for the northern part of the county: x2 = ________

Answers

n (number of observations per region): n = 18, Degrees of freedom: df = 34, Point estimate for the southern part of the county: x1 = 155.056, Point estimate for the northern part of the county: x2 = 168.889

analyze the data related to the mean home prices in the northern and southern parts of the county. Here's a summary of the relevant values:

n (number of observations per region): n = 18

Degrees of freedom: df = 34

Point estimate for the southern part of the county: x1 = 155.056

Point estimate for the northern part of the county: x2 = 168.889

In this case, the real estate agent wants to test if the mean home price in the northern part of the county is higher than the southern part. The given data provides t Stat (1.949) and the t Critical one-tail value (2.441).

To determine whether the claim is true or not, we need to compare the t Stat and the t Critical one-tail values. The claim is supported if the t Stat is greater than the t Critical one-tail value.

In this case, the t Stat (1.949) is less than the t Critical one-tail value (2.441). Therefore, we cannot support the claim that the mean home price in the northern part of the county is significantly higher than the mean price in the southern part at the given 99% confidence level.

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At the county fair, a booth has a coin flipping game. We are interested in the net amount of money gained or lost in one game. You pay $1 to flip three fair coins. If the result contains three heads, you win $4. If the result is two heads, you win $1. Otherwise, there is no prize. a. Define the random variable and write the PDF for the amount gained or lost in one game. b. Find the expected value for this game (Expected NET GAIN OR LOSS) c. Find the expected total net gain or loss if you play this game 50 times.

Answers

a. The random variable is the amount gained or lost in one game. The PDF is:

Amount gained or lost | Probability
---|---
$-1 | 0.75
$1 | 0.25
$4 | 1/8

b. To find the expected net gain or loss, we calculate:

(-1 * 0.75) + (1 * 0.25) + (4 * 1/8) = -0.375

Therefore, the expected net gain or loss is -$0.375.

c. To find the expected total net gain or loss if you play this game 50 times, we use the formula:

Expected total net gain or loss = 50 * (-0.375) = -$18.75

This means that on average, a person can expect to lose $18.75 if they play this game 50 times. The probability of winning is low and the potential winnings are not high enough to make up for the cost of playing. Therefore, it is not a financially wise decision to play this game.

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Suppose that 2 Joules of work is needed to stretch a spring from its natural length of 43 cm to a length of 63 cm. How much work is needed to stretch it from 55 cm to 68 cm? Your answer must include t

Answers

Answer:

Therefore, the spring will be stretched by a length of 0.108 m .

Step-by-step explanation:

Suppose you want to construct a 90% confidence interval for the proportion of cars that are recalled at least once. You want a margin of error of no more than plus or minus 5 percentage points. How many cars must you study?

Answers

We must study 270 cars to achieve a 90% confidence interval.

To construct a 90% confidence interval for the proportion of cars that are recalled at least once with a margin of error of no more than ±5 percentage points, you must determine the required sample size.

Here's a step-by-step explanation:

1. Identify the desired confidence level (Z-value):

For a 90% confidence interval, the Z-value is 1.645.

2. Determine the margin of error (E):

In this case, it is ±5 percentage points, or 0.05.

3. Estimate the population proportion (p):

Since we do not have an estimate for the proportion of cars recalled at least once, we will use p = 0.5 as a conservative estimate.

4. Use the formula for sample size (n) in proportion problems:

n = (Z² × p × (1 - p)) / E²

n = (1.645² × 0.5 × (1 - 0.5)) / 0.05²

n ≈ 270.6025

Since you cannot have a fraction of a car, you should round up to the nearest whole number.

Therefore, you must study approximately 270 cars to achieve a 90% confidence interval with a margin of error of no more than ±5 percentage points for the proportion of cars that are recalled at least once.

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The diameter of a circle is 5 m. Find the circumference\textit{to the nearest tenth}to the nearest tenth.

Answers

The circumference (C) of a circle can be calculated using the formula:

C = πd

Where d is the diameter of the circle.

Substituting the given value of the diameter, we get:

C = π(5 m)

C ≈ 15.7 m (rounded to the nearest tenth)

Therefore, the circumference of the circle is approximately 15.7 meters to the nearest tenth.

The point A(-6, 8) has been transformed using the composition r(90,O) counterclockwise ∘Rx−axis. Where is A'?

Answers

According to the composition, the transformed point A' is A'=(−8,6).

The first transformation is a rotation of 90 degrees counterclockwise around the origin (0,0), which we can denote by r(90,O). This means that every point on the plane is rotated 90 degrees counterclockwise around the origin.

The second transformation is a reflection across the x-axis, which we can denote by Rx−axis. This means that every point on the plane is reflected across the x-axis, which is the horizontal line that goes through the origin.

To see why we apply them in this order, think about it this way: if we rotate the point A(−6,8) first and then reflect it across the x-axis, we would end up with a different result than if we reflect it first and then rotate it.

Now let's see how the transformations affect the coordinates of the point A. First, the reflection across the x-axis changes the y-coordinate of the point to its opposite, so A becomes A1=(−6,−8). Next, the rotation of 90 degrees counterclockwise around the origin changes the coordinates of the point as follows:

x' = y, y' = -x

So, applying this formula to A1, we get:

x' = -8, y' = -(-6) = 6

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"1. Assuming conditions are met to use the test, which test(s)cannot fail? __________________2. Which test(s) always require(s) that you take a limit?___________________________________

Answers

1. Assuming conditions are met to use the test, there is no test that cannot fail. All statistical tests have the potential to fail if the assumptions and conditions for their use are not met. 2 The test that always requires taking a limit is the Limit of a Sequence test.


1. Assuming conditions are met to use the test, no test can truly "fail." However, some tests like the Limit Comparison Test or the Direct Comparison Test might be inconclusive under certain conditions. When these tests are inconclusive, you will need to try a different test to determine the convergence or divergence of a series.
2. The tests that always require taking a limit are the ones that involve finding the probability of an event. Examples include the Z-test and the t-test, where the limits are the standard normal distribution and the t-distribution, respectively. In addition, tests of significance and hypothesis testing also often require taking limits. The test that always requires taking a limit is the Limit of a Sequence test. In this test, you need to evaluate the limit of the sequence as n approaches infinity. If the limit exists and is equal to zero, the series may converge. However, if the limit does not exist or is not equal to zero, the series will definitely diverge.

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What number can replace the ? with that will make the left side of the equation equivalent to the right side. 4y + ? = y

Answers

Answer:

-3y will replace the question mark since

4y + (-3y) = y.

The change in temperature during the fall fluctuates randomly each day, with population mean of 95º and a standard deviation of 16º. You randomly choose 37 days. What is the probability that the of sample average will be above 100?

Answers

The probability that the sample average will be above 100 is 2.87%.

To solve this problem, we need to use the central limit theorem. According to this theorem, the distribution of sample means will be approximately normal if the sample size is large enough (n > 30).
In this case, we have a sample size of 37 which is greater than 30, so we can use the normal distribution.
First, we need to find the standard error of the mean (SEM) which is the standard deviation of the sampling distribution of the mean. The formula for SEM is:
SEM = standard deviation / square root of sample size
SEM = 16 / square root of 37
SEM = 2.617
Next, we need to standardize the sample mean using the formula:
z = (x - μ) / SEM
where x is the sample mean, μ is the population mean, and SEM is the standard error of the mean.
z = (100 - 95) / 2.617
z = 1.91
Now we can find the probability of obtaining a z-score of 1.91 or greater using a standard normal distribution table or calculator.
The probability is approximately 0.0287 or 2.87%.

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4x+13 5x+95 what are the X

Answers

Answer:

-82

Step-by-step explanation:

Find the standard normal area for each of the following (Round your answers to 4 decimal places.):
Standard normal area
a. P(1.25 < Z < 2.15)
b. P(2.04 < Z < 3.04)
c. P(-2.04 < Z < 2.04)
d. P(Z > 0.54)

Answers

The standard normal area of the following are

a. P(1.25 < Z < 2.15) = 0.0896

b. P(2.04 < Z < 3.04) = 0.0192.

c. P(-2.04 < Z < 2.04) = 0.0404.

d. P(Z > 0.54) = 0.7054.

a. To find the standard normal area for P(1.25 < Z < 2.15), we need to calculate the probability of Z being between 1.25 and 2.15. We can use a standard normal distribution table or a calculator to find this probability. Using a table, we can look up the values of 1.25 and 2.15 and find the corresponding areas under the standard normal curve, which are 0.3944 and 0.4840, respectively. We can then subtract the two values to find the standard normal area, which is 0.0896 (rounded to four decimal places).

b. For P(2.04 < Z < 3.04), we follow the same process as in part (a). We can look up the values of 2.04 and 3.04 in a standard normal distribution table and find the corresponding areas under the curve, which are 0.0202 and 0.0010, respectively. Subtracting these values gives us a standard normal area of 0.0192.

c. P(-2.04 < Z < 2.04) represents the probability of Z being between -2.04 and 2.04. Since the standard normal distribution is symmetric around the mean of zero, we know that the area between -2.04 and 2.04 is equal to twice the area to the right of 2.04 (or to the left of -2.04).

Using a standard normal distribution table or calculator, we can find the area to the right of 2.04, which is 0.0202. Doubling this value gives us a standard normal area of 0.0404.

d. Finally, to find P(Z > 0.54), we need to calculate the probability of Z being greater than 0.54. This can be done using a standard normal distribution table or calculator.

Looking up the value of 0.54 in a table gives us an area under the curve of 0.2946. Since we are interested in the area to the right of 0.54, we subtract this value from 1 to get a standard normal area of 0.7054.

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g $1 to play coin game where you flip coin 3 times. flip 3 heads win $5. what is expected value of this game

Answers

The expected value of this coin game is -$0.375.

To calculate the expected value of this coin game, follow these steps:

1. Determine the probability of each outcome:

Flipping 3 heads: Since the coin has 2 sides, the probability of flipping heads is 1/2.

To get 3 heads in a row, you'd multiply the probability of each flip: (1/2) * (1/2) * (1/2) = 1/8.

2. Calculate the value of each outcome:

Flipping 3 heads: If you win by flipping 3 heads, you receive $5.

3. Multiply the probability of each outcome by its value:

Flipping 3 heads: (1/8) * $5 = $0.625.

4. Calculate the expected value of the game:

Expected value: $0.625 (winning) - $1 (cost to play) = -$0.375.

The expected value of this coin game is -$0.375, meaning you can expect to lose $0.375 on average per game played.

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