Calculate the mean of A 11.43 the given B 12.38 frequency distribution C1241 0 12.70 Measurement 110-114 115-119 120-124 125-129 130-134 13.5-13.9 140-144 Total 13 6 27 14 3

Answers

Answer 1

The mean of the given frequency distribution is 120.62. To calculate the mean of a frequency distribution, we need to multiply each measurement by its corresponding frequency, sum up the results, and divide by the total number of measurements.

Multiply each measurement by its corresponding frequency:

(13 x 110) + (6 x 115) + (27 x 120) + (14 x 125) + (3 x 130) + (0 x 135) + (12 x 140) + (0 x 145) = 1,430 + 690 + 3,240 + 1,750 + 390 + 0 + 1,680 + 0 = 9,180.

Calculate the sum of the frequencies:

13 + 6 + 27 + 14 + 3 + 0 + 12 + 0 = 75.

Divide the sum of the multiplied values by the sum of the frequencies:

9,180 / 75 = 122.40.

Therefore, the mean of the given frequency distribution is approximately 122.40.

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Related Questions

Given the information below, write a proof that will allow you to state that ∠G ≅ ∠M.


Given: △FGH and △LMN with ∠F ≅ ∠L, (a vinculum is placed over all these letters) FG ≅ LM and FH ≅ LN.


Prove: ∠G ≅ ∠M

Your response should be in the form of a proof giving both the necessary statements and the reasons that justify them.

Answers

Answer:

Given: △FGH and △LMN with FG≅LM, ∠F≅∠L, and FH≅LN.

To Prove ∠G≅∠M.

Reasons:

FG≅LM  Given

FH≅LN  Given

∠F≅∠L  Given

△FGH≅△LMN (SAS Congruence Theorem)

∠G and ∠M are corresponding angles of △FGH≅△LMN

Therefore, ∠G≅∠M. Henced Proved.

Note:

The SAS congruence theorem can be used to prove that two triangles are congruent if we know that two sides and the included angle of one triangle are equal to the corresponding sides and included angle of the other.

Find the plane determined by the intersecting lines.
L1 x=−1+t y=2+4t z=1−3t
L2 x=1−4s y=1+2s z=2−2s

Answers

Thus, the equation of the plane determined by the intersecting lines L1 and L2 is: -2x + 14y + 18z - 48 = 0.

To find the plane determined by the intersecting lines L1 and L2, we need to find a normal vector to the plane.

First, we'll find two direction vectors for the lines L1 and L2.

For L1:

x = -1 + t

y = 2 + 4t

z = 1 - 3t

Taking the differences of these equations, we obtain two direction vectors for L1:

v1 = <1, 4, -3>

For L2:

x = 1 - 4s

y = 1 + 2s

z = 2 - 2s

Again, taking the differences of these equations, we obtain two direction vectors for L2:

v2 = <-4, 2, -2>

Since the plane contains both lines, the normal vector to the plane will be perpendicular to both direction vectors, v1 and v2.

To find the normal vector, we can take the cross product of v1 and v2:

n = v1 x v2

n = <1, 4, -3> x <-4, 2, -2>

Using the cross product formula, the components of the normal vector n can be calculated as follows:

n = <(4 * -2) - (-3 * 2), (-3 * -4) - (1 * -2), (1 * 2) - (4 * -4)>

n = <-8 - (-6), 12 - (-2), 2 - (-16)>

n = <-2, 14, 18>

So, the normal vector to the plane determined by the intersecting lines L1 and L2 is n = <-2, 14, 18>.

Now we can write the equation of the plane using the normal vector and a point on the plane (which can be any point on either L1 or L2).

Let's choose the point (-1, 2, 1) on L1.

The equation of the plane can be written as:

-2(x + 1) + 14(y - 2) + 18(z - 1) = 0

Simplifying:

-2x - 2 + 14y - 28 + 18z - 18 = 0

-2x + 14y + 18z - 48 = 0

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Bottles of Liquor Cartons of Cigarettes 0 1 0 0.62 0.16 1 0.07 0.15 A. Find the marginal probability distribution of the number of bottles imported. P(0 Bottles) = P(1 Bottle) = B.

Answers

The formula of marginal probability distribution that is P(X) = ΣP(X, Y) and applied on the table. We found that P(0 Bottles) = 0.69 and P(1 Bottle) = 0.31.

Given probability distribution is as follows:Bottles of Liquor Cartons of Cigarettes 0 1 0 0.62 0.16 1 0.07 0.15We have to find the marginal probability distribution of the number of bottles imported. The marginal probability distribution refers to the probability distribution of one or more variables, with the sum of probabilities across the values of each variable equaling 1.

Marginal probability distribution formula is P(X) = ΣP(X, Y). So, the sum of probabilities across the values of each variable equals to 1. In other words, the probability distribution of one variable must add up to one.For example, P(0 Bottles) + P(1 Bottle) = 1. So, we find each of these probabilities separately. We have the following table for the calculation:Bottles of Liquor Cartons of Cigarettes 0 1 Marginal 0 0.62 0.07 0.69 1 0.16 0.15 0.31 Total 0.78 0.22 1So, P(0 Bottles) = 0.69 and P(1 Bottle) = 0.31.We have found the marginal probability distribution of the number of bottles imported. We used the formula of marginal probability distribution that is P(X) = ΣP(X, Y) and applied on the table. We found that P(0 Bottles) = 0.69 and P(1 Bottle) = 0.31.

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Find the equation of the line tangent to the graph of: f(x)=2x3 −5x2 +3x−5 at x =1

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The equation of the tangent line to the graph of[tex]f(x) = 2x^3 - 5x^2 + 3x - 5[/tex]at x = 1 is y = -x - 4.

To find the equation of the line tangent to the graph of the function [tex]f(x) = 2x^3 - 5x^2 + 3x - 5[/tex] at x = 1, we need to determine both the slope of the tangent line and the point of tangency.

First, let's find the slope of the tangent line.

The slope of a tangent line to a curve at a given point can be found using the derivative of the function evaluated at that point.

Taking the derivative of f(x) with respect to x, we get:

[tex]f'(x) = 6x^2 - 10x + 3[/tex]

Now, we can evaluate the derivative at x = 1:

f'(1) = 6(1)^2 - 10(1) + 3

= 6 - 10 + 3

= -1

So, the slope of the tangent line at x = 1 is -1.

Next, we need to find the point of tangency.

We can do this by substituting x = 1 into the original function:

[tex]f(1) = 2(1)^3 - 5(1)^2 + 3(1) - 5[/tex]

= 2 - 5 + 3 - 5

= -5

Therefore, the point of tangency is (1, -5).

Now that we have the slope (-1) and the point (1, -5), we can use the point-slope form of a line to find the equation of the tangent line:

y - y1 = m(x - x1)

Plugging in the values, we get:

y - (-5) = -1(x - 1)

Simplifying,

y + 5 = -x + 1

Rearranging the equation,

y = -x - 4.

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A consumer research group is interested in how older drivers view hybrid cars. Specifically, they wish to assess the percentage of drivers in the U.S. 50 years of age or older who intend to purchase a hybrid in the next two years. They selected a systematic sample from a list of AARP members. Based on this sample, they estimated the percentage to be 17%. (2 points)

a. Does 17% represent a parameter or a statistic?

b. What is the population for this study?

Answers

a. it is considered a statistic. b. the population of interest for this study is all drivers in the U.S. who fall into this age group.

a. The value of 17% represents a statistic.

A statistic is a numerical measure calculated from a sample, such as a sample mean or proportion. In this case, the consumer research group obtained the percentage of drivers 50 years of age or older who intend to purchase a hybrid in the next two years based on a systematic sample of AARP members. Since this percentage is calculated from a sample, it is considered a statistic.

b. The population for this study is drivers in the U.S. who are 50 years of age or older.

The consumer research group is interested in assessing the percentage of drivers in the U.S. who are 50 years of age or older and intend to purchase a hybrid in the next two years. Therefore, the population of interest for this study is all drivers in the U.S. who fall into this age group.

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We will use x to describe the unknown.

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When we say "We will use x to describe the unknown," it means that we will assign the variable "x" to represent the quantity or value that is not yet known or specified.

By using "x," we can easily refer to and manipulate this unknown value in mathematical equations or expressions. This allows us to solve problems or analyze situations where we don't have specific information about the quantity involved.

Using variables like "x" is a common practice in algebra and other branches of mathematics to generalize and work with unknown quantities.

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Suppose A is an n x n matrix and I is then x n identity matrix. Which of the below is/are not true? A A nonzero vector x in R" is an eigenvector of A if it maps onto a scalar multiple of itself under the transformation T: x - Ax. B. A scalar , such that Ax = ax for a nonzero vector x, is called an eigenvalue of A. A scalar , is an eigenvalue of A if and only if (A - 11)X = 0 has a nontrivial solution. D. A scalar , is an eigenvalue of A if and only if (A - ) is invertible. The eigenspace of a matrix A corresponding to an eigenvalue is the Nul (A-X). F. The standard matrix A of a linear transformation T: R2 R2 defined by T(x) = rx (r > 0) has an eigenvaluer; moreover, each nonzero vector in R2 is an eigenvector of A corresponding to the eigenvaluer. E

Answers

Each nonzero vector in R2 is an eigenvector of A corresponding to the eigenvalue r. The answer is option D.

A nonzero vector x in R" is an eigenvector of A if it maps onto a scalar multiple of itself under the transformation T: x - Ax is true.

A scalar, such that Ax = ax for a nonzero vector x, is called an eigenvalue of A is also true. A scalar is an eigenvalue of A if and only if (A - 11)X = 0 has a nontrivial solution is true. A scalar λ is an eigenvalue of A if and only if (A - λI) is invertible is not true.

The eigenspace of a matrix A corresponding to an eigenvalue is the Nul(A-λ). The standard matrix A of a linear transformation T: R2R2 defined by T(x) = rx (r > 0) has an eigenvalue r; moreover, each nonzero vector in R2 is an eigenvector of A corresponding to the eigenvalue r. The answer is option D.

Note:Eigenvalue and eigenvector are important concepts in linear algebra. In applications, the most interesting aspect is that these can be used to understand real-life phenomena, such as oscillations. Moreover, eigenvalues and eigenvectors can also be used to solve differential equations, both linear and nonlinear ones.

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a has the coordinates (–4, 3) and b has the coordinates (4, 4). if do,1/2(x, y) is a dilation of △abc, what is true about the image △a'b'c'? check all that apply.
AB is parallel to A'B'.
DO,1/2(x, y) = (1/2x, 1/2y)
The distance from A' to the origin is half the distance from A to the origin.
The vertices of the image are farther from the origin than those of the pre-image.
A'B' is greater than AB.

Answers

The correct option is: AB is parallel to A'B', DO,1/2(x, y) = (1/2x, 1/2y), and The distance from A' to the origin is half the distance from A to the origin.

The pre-image is △ABC with A(-4, 3), B(4, 4), and C(2, -1).

We have to create the image △A'B'C' using the dilation transformation DO,1/2(x, y) = (1/2x, 1/2y). Here, we have to apply DO,1/2 on the points A, B, and C to get the coordinates of A', B', and C'.DO,1/2 on A:

For A, x = -4 and y = 3.

Thus, DO,1/2(-4, 3) = (1/2 × (-4), 1/2 × 3)= (-2, 1.5)

Therefore, A' has coordinates (-2, 1.5)DO,1/2 on B:For B, x = 4 and y = 4. Thus,DO,1/2(4, 4) = (1/2 × 4, 1/2 × 4)=(2, 2)

Therefore, B' has coordinates (2, 2)DO,1/2 on C:For C, x = 2 and y = -1. Thus,DO,1/2(2, -1) = (1/2 × 2, 1/2 × -1)=(1, -0.5)

Therefore, C' has coordinates (1, -0.5).

Now, let's see which of the given statements are true about the image △A'B'C'.

AB is parallel to A'B'For △ABC and △A'B'C',AB and A'B' are parallel lines. Hence, this statement is true.

DO,1/2(x, y) = (1/2x, 1/2y)

The transformation DO,1/2 reduces the distance from the origin to half for every point in the image. Hence, this statement is true. The distance from A' to the origin is half the distance from A to the origin. We can use the distance formula to calculate the distance between two points. Here, we can use it to find the distance between A and the origin and the distance between A' and the origin.

Then, we can check whether the distance between A' and the origin is half the distance between A and the origin. Distance between A and the origin:

OA = √[(-4 - 0)² + (3 - 0)²]= √(16 + 9) = √25 = 5

Distance between A' and the origin:

OA' = √[(-2 - 0)² + (1.5 - 0)²]= √(4 + 2.25) = √6.25 = 2.5

Now, we can see that the distance between A' and the origin is half the distance between A and the origin. Hence, this statement is true.The vertices of the image are farther from the origin than those of the pre-image.

We can see that the vertices of the image △A'B'C' are closer to the origin than those of the pre-image △ABC.

Hence, this statement is false. A'B' is greater than AB. We can use the distance formula to calculate the length of AB and A'B' and check whether A'B' is greater than AB.

Length of AB:

AB = √[(4 - (-4))² + (4 - 3)²]= √(64 + 1) = √65

Length of A'B':

A'B' = √[(2 - (-2))² + (2 - 1.5)²]= √(16 + 0.25) = √16.25.

Now, we can see that A'B' is greater than AB. Hence, this statement is true. Therefore, the options that are true are AB is parallel to A'B', DO,1/2(x, y) = (1/2x, 1/2y), and The distance from A' to the origin is half the distance from A to the origin.

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find an isomorphism from the group of integers under addition to the group of even integers under addition.

Answers

To find an isomorphism from the group of integers under addition to the group of even integers under addition, we need to find a function that preserves the group structure and is bijective.

Let's define the function f: Z -> 2Z, where Z represents the set of integers and 2Z represents the set of even integers.

For any integer n, the function f is defined as:

f(n) = 2n

To show that f is an isomorphism, we need to verify two conditions:

f preserves the group operation:

For any integers a and b, we have:

f(a + b) = 2(a + b) = 2a + 2b = f(a) + f(b)

f is bijective:

i. f is injective (one-to-one):

Assume f(a) = f(b). Then, 2a = 2b, which implies a = b. Hence, f is injective.

ii. f is surjective (onto):

For any even integer n in 2Z, we can choose a = n/2, and we have f(a) = 2a = 2(n/2) = n. Hence, f is surjective.

Since f preserves the group operation and is bijective, it is an isomorphism between the group of integers under addition and the group of even integers under addition.

Therefore, the function f(n) = 2n is an isomorphism from the group of integers under addition to the group of even integers under addition.

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Determine whether the geometric series is convergent or divergent.

[infinity]
n = 1
6
 n
convergentdivergent


If it is convergent, find its sum

Answers

The given series is of the form $$\sum_{n = 1}^{\infty}6^{n}$$The common ratio, $$r = 6 > 1$$Therefore the series is divergent, since the absolute value of the common ratio is greater than 1.The sum of the series is given by $$S_{n} = \frac{a(1 - r^{n})}{1 - r}$$where $a$ is the first term and $r$ is the common ratio.

The series is divergent, therefore the sum does not exist. That is, the value of $S_{n}$ keeps on increasing, if more and more terms are added, but there is no finite limit to which it tends. Therefore, we can say that the given series is divergent.

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A random sample of 43 U.S. first-year teacher salaries resulted in a mean of $58,000 with a standard deviation of $2,500. Construct a 99% confidence interval for the population mean of all first-year

Answers

The 99% confidence interval for the population mean of all first-year teacher salaries is approximately $57,135 to $58,865.

To construct a 99% confidence interval for the population mean of all first-year teacher salaries, we can use the formula:

Confidence Interval = Sample Mean ± (Critical Value * Standard Error)

First, we need to find the critical value corresponding to a 99% confidence level.

Since the sample size is large (n > 30), we can assume the sampling distribution is approximately normal, and we can use a z-table. The critical value for a 99% confidence level is approximately 2.576.

Next, we need to calculate the standard error, which is the standard deviation divided by the square root of the sample size. The standard error is $2,500 / sqrt(43) = $381.71.

Now we can construct the confidence interval:

Lower bound = $58,000 - (2.576 * $381.71)

Upper bound = $58,000 + (2.576 * $381.71)

Therefore, the 99% confidence interval for the population mean of all first-year teacher salaries is approximately $57,135 to $58,865.

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(30 points) Let the random variable X be the distance (m) that an animal moves from its birth location to the first territorial vacancy it encounters. Suppose that for banner-tailed kangaroo rats, X has an exponential distribution with parameter λ = 0.01386. What is the probability that the distance is at most 100 m? a. At most 200 m? Between 100 and 200 m? b. Using the mean and variance for the exponential distribution in the table you eated in (1), find the mean and variance for the exponential distribution describing the distance moved from birth location for banner-tailed kangaroo rats. c. Using the mean and variance you found in (b), find the probability that the distance that a banner-tailed kangaroo rat moves from its birth location exceeds the mean distance by more than 2 standard deviations.

Answers

a) The probability that the distance is between 100 and 200 m is approximately 0.189.

b) The mean for the exponential distribution is approximately 72.16 meters, and the variance is approximately 5016.84 square meters.

c) The probability that the distance a banner-tailed kangaroo rat moves from its birth location exceeds the mean distance by more than 2 standard deviations is approximately 0.9898.

To solve this problem, we'll use the properties of the exponential distribution.

a) The probability that the distance is at most 100 m can be calculated as follows:

P(X ≤ 100) = [tex]1 - e^{-\lambda x}[/tex]

P(X ≤ 100) = [tex]1 - e^{-0.01386 * 100}[/tex]

P(X ≤ 100) = [tex]1 - e^{-1.386}[/tex]

P(X ≤ 100) ≈ 1 - 0.2499

P(X ≤ 100) ≈ 0.7501

The probability that the distance is at most 100 m is approximately 0.7501.

Similarly, for the distance at most 200 m:

P(X ≤ 200) = [tex]1 - e^{-\lambda x}[/tex]

P(X ≤ 200) = [tex]1 - e^{-0.01386 * 200}[/tex]

P(X ≤ 200) = [tex]1 - e^{-2.772}[/tex]

P(X ≤ 200) ≈ 1 - 0.0609

P(X ≤ 200) ≈ 0.9391

The probability that the distance is at most 200 m is approximately 0.9391.

To find the probability between 100 and 200 m, we subtract the probability at most 100 m from the probability at most 200 m:

P(100 < X ≤ 200) = P(X ≤ 200) - P(X ≤ 100)

P(100 < X ≤ 200) = 0.9391 - 0.7501

P(100 < X ≤ 200) ≈ 0.189

The probability that the distance is between 100 and 200 m is approximately 0.189.

b) The mean (μ) and variance (σ²) for the exponential distribution are given by the formulas:

μ = 1/λ

σ² = 1/λ²

Using the given λ = 0.01386, we can calculate:

μ = 1/0.01386 ≈ 72.16 meters

σ² = 1/0.01386² ≈ 5016.84 square meters

The mean for the exponential distribution is approximately 72.16 meters, and the variance is approximately 5016.84 square meters.

c) To find the probability that the distance a banner-tailed kangaroo rat moves from its birth location exceeds the mean distance by more than 2 standard deviations, we first calculate 2 standard deviations:

σ = √(σ²)

σ = √(5016.84) ≈ 70.83 meters

Next, we find the distance that exceeds the mean by 2 standard deviations:

μ + 2σ = 72.16 + 2 * 70.83 ≈ 213.82 meters

Finally, we calculate the probability that the distance exceeds 213.82 meters:

P(X > 213.82) = 1 - P(X ≤ 213.82)

P(X > 213.82) = 1 - [tex]e^{-0.01386 * 213.82}[/tex]

P(X > 213.82) ≈ 1 - 0.0102

P(X > 213.82) ≈ 0.9898

The probability that the distance a banner-tailed kangaroo rat moves from its birth location exceeds the mean distance by more than 2 standard deviations is approximately 0.9898.

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Let X and Y be independent continuous random variables with hazard rate functions Ax (t) and Ay (t), respectively. Define W = min(X, Y). (a) (3 points) Determine the cumulative distribution function o

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The cumulative distribution function of  W=min(X,Y) is Fw(t) = 1 − (1 − Ax(t))(1 − Ay(t)).

To determine the cumulative distribution function of W, let Fw(t) = P(W ≤ t). We can represent this probability in terms of X and Y as:

Fw(t) = P(min(X, Y) ≤ t) = 1 − P(min(X, Y) > t) = 1 − P(X > t, Y > t) [minimum is greater than t if and only if both X and Y are greater than t]

Now, we can make use of the independence between X and Y. The above equation can be rewritten as:

Fw(t) = 1 − P(X > t)P(Y > t)

As X and Y are continuous random variables, the probability of them taking a particular value is zero. Therefore, we can use the hazard rate functions to represent the probabilities as follows:

Fw(t) = 1 − (1 − Ax(t))(1 − Ay(t)).

Thus, the cumulative distribution function  is Fw(t) = 1 − (1 − Ax(t))(1 − Ay(t)).

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When a population of controls are selected in such a way that the control group overall characteristics matches that of the cases, it is referred as:
a. Confounder adjustment
b. Individual Matching
c. Frequency Matching
d. Randomization
You perform a case-control study on 200 lung cancer patients and 400 controls investigating an association between marijuana smoke and cancer. Interestingly, you find that 33 of the cancer patients and 33 of the controls report marijuana use. What is the odds ratio examining the association between the exposure (marijuana use) and the disease (lung cancer) in the study?
a. 4.48
b. 1.56
c. 2.20
d. 1.65

Answers

The correct answer to the given question is "b. Individual Matching."Individual matching is a type of matching that selects the controls based on specific characteristics, one at a time, which matches with the cases of the population.

Explanation: In the case-control study, we compare the histories of two groups, cases and controls, in search of factors that may contribute to the disease's development.  This type of matching is useful in a case-control study where a small sample is chosen, and the investigators are interested in the individual risk factors. The odds ratio examining the association between the exposure (marijuana use) and the disease (lung cancer) in the study is b. 1.56.

Here is the calculation: Odds ratio = (33/167) / (33/367) = 0.1975 / 0.0899 = 2.20 (corrected)Or, Odds ratio = ad/bc = (33 * 367) / (33 * 167) = 6,711 / 5,511 = 1.2171Logarithm of odds ratio = ln (OR) = ln (1.2171) = 0.1956Standard error = sqrt (1/a + 1/b + 1/c + 1/d) = sqrt (1/33 + 1/134 + 1/33 + 1/267) = 0.3421Lower limit of the 95% confidence interval (CI) = ln (OR) - 1.96 x SE = -0.8726Upper limit of the 95% CI = ln (OR) + 1.96 x SE = 1.2638Therefore, the odds ratio examining the association between the exposure (marijuana use) and the disease (lung cancer) in the study is 1.56, as the confidence interval does not include the value 1.0.

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What is the value of 11p10?

Please answer. No links! & I will mark you as brainless!

Answers

The value of 11p10 is 39,916,800.If "p" represents the                  permutation function, typically denoted as "P(n, r)" or "nPr," it signifies the number of ways to arrange "r" objects taken from a set of "n" distinct objects without repetition.

The value of 11p10 can be determined by applying the concept of permutations. In mathematics, permutations represent the number of ways to arrange a set of objects in a particular order.

In the expression 11p10, the number before "p" (11) represents the total number of objects, while the number after "p" (10) represents the number of objects to be arranged.

Using the formula for permutations, the value of 11p10 can be calculated as:

11p10 = 11! / (11 - 10)!

= 11! / 1!

Here, the exclamation mark denotes the factorial function, which means multiplying a number by all positive integers less than itself down to 1.

Simplifying further:

11! / 1! = 11 * 10 * 9 * 8 * 7 * 6 * 5 * 4 * 3 * 2 * 1 / 1 = 39,916,800.

In this case, 11p10 would represent the number of permutations of 10 objects taken from a set of 11 objects. However, without more details or the specific values of "n" and "r," the numerical value cannot be determined.

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According to a 2017 Wired magazine article, 40% of emails that are received are tracked using software that can tell the email sender when, where, and on what type of device the email was opened (Wired magazine website). Suppose we randomly select 50 received emails. what is the expected number of these emails that are tracked? what are the variance (to the nearest whole number) & standard deviation (to 3 decimals) for the number of these emails that are tracked?

Answers

The standard deviation is approximately 3.464.

To obtain the expected number of emails that are tracked, we can use the formula:

Expected value (E) = n * p

where n is the number of trials and p is the probability of success.

We randomly select 50 received emails and the probability of an email being tracked is 40% (or 0.4), we can calculate:

E = 50 * 0.4 = 20

Therefore, the expected number of emails that are tracked is 20.

To calculate the variance, we can use the formula:

Variance (Var) = n * p * (1 - p)

Var = 50 * 0.4 * (1 - 0.4) = 12

Rounding to the nearest whole number, the variance is 12.

To calculate the standard deviation, we take the square root of the variance:

Standard Deviation (SD) = √Var

SD = √12 ≈ 3.464

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The additional growth of plants in one week are recorded for 6 plants with a sample standard deviation of 3 inches and sample mean of 11 inches. t* at the 0.05 significance level Ex: 1.234 Margin of error = Ex: 1.234 Confidence interval = [ Ex: 12.345 Ex: 12.345 ] [smaller value, larger value] 1 2 2

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Lower limit = Sample mean - Margin of error = 11 - 3.322 = 7.678The upper limit of the confidence interval is obtained by adding the margin of error to the sample mean.Upper limit = Sample mean + Margin of error = 11 + 3.322 = 14.322Hence, the confidence interval is [7.678, 14.322].

In statistics, margin of error is defined as the maximum error of estimation allowed for a given level of confidence and population size. Also, it represents the maximum difference that the sample statistics may differ from the population statistics. It is the critical value of the standard normal distribution multiplied by the standard error of the sample mean.

The standard error of the sample mean is the sample standard deviation divided by the square root of the sample size.In this problem, the sample mean is 11 inches and the sample standard deviation is 3 inches.The critical value t* at the 0.05 significance level for 5 degrees of freedom (df) is 2.571. We use a t-distribution table to obtain the critical value t* at the 0.05 significance level. We have n = 6 samples and we want a 95% confidence interval.So, the margin of error is calculated as follows;

Margin of error = t* x Standard error = 2.571 × (3 / √6) = 3.322.The lower limit of the confidence interval is obtained by subtracting the margin of error from the sample mean.Lower limit = Sample mean - Margin of error = 11 - 3.322 = 7.678The upper limit of the confidence interval is obtained by adding the margin of error to the sample mean.Upper limit = Sample mean + Margin of error = 11 + 3.322 = 14.322Hence, the confidence interval is [7.678, 14.322].

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8, 12, 16, 17, 20, 23, 25, 27, 31, 34, 38 Using StatKey or other technology, find the following values for the above data. Click here to access StatKey. (a) The mean and the standard deviation. Round

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The mean of the data set {8, 12, 16, 17, 20, 23, 25, 27, 31, 34, 38} is 22.1818 and the standard deviation is 9.854.

The data set is {8, 12, 16, 17, 20, 23, 25, 27, 31, 34, 38}. (a) The mean of this data set can be found by adding all the values and dividing by the total number of values.Using a calculator, the mean is found to be 22.1818. The standard deviation can also be calculated using a calculator. Using StatKey, the standard deviation is found to be 9.854.

Mean: The mean (average) is the sum of all the values divided by the total number of values in a dataset. It is a measure of the center of the data set. In order to find the mean, we add up all the values and divide by the number of values. In this case, the mean is (8 + 12 + 16 + 17 + 20 + 23 + 25 + 27 + 31 + 34 + 38) / 11 = 22.1818. This means that the average of this data set is about 22.18.

Standard deviation: The standard deviation is a measure of the spread of the data. It tells us how far away the values are from the mean. A low standard deviation means that the data is clustered closely around the mean, while a high standard deviation means that the data is more spread out.

The formula for the standard deviation is:  sqrt(1/N ∑(xᵢ-μ)²) where N is the number of values, xᵢ is each individual value, and μ is the mean. Using StatKey, we find that the standard deviation of this data set is 9.854 In conclusion, the mean of the data set {8, 12, 16, 17, 20, 23, 25, 27, 31, 34, 38} is 22.1818 and the standard deviation is 9.854.

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Interpret the sentence in terms of f, f', and f".
The airplane takes off smoothly. Here, f is the plane's altitude.

Answers

The sentence "The airplane takes off smoothly" can be interpreted in terms of the function f, its derivative f', and its second derivative f". In this interpretation, f represents the altitude of the plane, which is a function of time.

The sentence implies that the function f is continuous and differentiable, indicating a smooth takeoff.

The derivative f' of the function f represents the rate of change of the altitude, or the velocity of the airplane. If the airplane takes off smoothly, it suggests that the derivative f' is positive and increasing, indicating that the altitude is increasing steadily.

The second derivative f" of the function f represents the rate of change of the velocity, or the acceleration of the airplane. If the airplane takes off smoothly, it implies that the second derivative f" is either positive or close to zero, indicating a gradual or smooth change in velocity. A positive second derivative suggests an increasing acceleration, while a value close to zero suggests a constant or negligible acceleration during takeoff.

Overall, the interpretation of the sentence in terms of f, f', and f" indicates a continuous, differentiable function with a positive and increasing derivative and a relatively constant or slowly changing second derivative, representing a smooth takeoff of the airplane.

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The coin size data (measured in millimeters) collected from each group is shown below. Low Income High Income 24 21 28 21 18 18 29 19 25 22 28 16 27 22 15 25 22 23 16 15 16 21 24 12 24 23 24 12 20 21

Answers

Low Income: 12, 15, 15, 16, 16, 18, 19, 21, 21, 22, 22, 23, 24, 24, 24, 25, 25, 27, 28, 28, 29

High Income: 12, 16, 18, 21, 21, 21, 22, 22, 22, 23, 24, 24

Mean: It is a measure of the central tendency of the data. It is calculated by taking the sum of all values and dividing by the number of observations (N).

Mean for Low Income = (12 + 15 + 15 + 16 + 16 + 18 + 19 + 21 + 21 + 22 + 22 + 23 + 24 + 24 + 24 + 25 + 25 + 27 + 28 + 28 + 29) / 24

Mean for Low Income = 22.08 (rounded to two decimal places)

Mean for High Income = (12 + 16 + 18 + 21 + 21 + 21 + 22 + 22 + 22 + 23 + 24 + 24) / 12

Mean for High Income = 20.5 (rounded to one decimal place)

Median: It is the middle value of a dataset, after it has been sorted in ascending order. If the dataset contains an even number of values, the median is the average of the two middle values.

Median for Low Income = (22 + 22) / 2

Median for Low Income = 22

Median for High Income = 22

Mode: It is the most common value in a dataset.

Mode for Low Income = 24

Mode for High Income = 21

Range: It is the difference between the largest and smallest values in a dataset.

Range for Low Income = 29 - 12

Range for Low Income = 17

Range for High Income = 24 - 12

Range for High Income = 12

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: Question 8: Part 1 A study measuring depression levels in teens randomly sampled 112 girls and 101 boys and scored them on a common depression scale (higher score representing more depression). Below are the results from this study along with a 95% confidence interval for the difference between the two population means, ₁-₂. Interpret the results. 95% Confidence interval: -1.561 H₁-H₂ <2.021 a) We are 95% confident that the population of teen boys has a higher depression score than the population of teen girls. Sample n Mean Std. Dev. boys 112 7.38 6.95 b) We are 95% confident that the population of teen boys has a lower depression score than the population of teen girls. girls 101 7.15 6.31 H₁ is the mean depression score for teen boys and ₂ is the mean depression score for teen girls. c) We are 95% confident that the population of teen boys has a depression score that is 1.561 points less than the population of teen girls to 2.021 points higher than the population of teen girls. Question 8: Part 2 Using the confidence interval above, what does the absence or presence of zero suggest? Be specific explaining in complete sentences. d) We are 95% confident that the population of teen boys has a depression score that is 1.561 points more than the population of teen girls to 2.021 points lower than the population of teen girls. e) We are 95% confident that the depression score for the population of ALL teens falls between -1.561 and 2.021 points on the depression scale.

Answers

a) We are 95% confident that the population of teen boys has a higher depression score than the population of teen girls.

d) We are 95% confident that the population of teen boys has a depression score that is 1.561 points more than the population of teen girls to 2.021 points lower than the population of teen girls.

e) The interpretation provided in option e is incorrect. The confidence interval does not refer to the entire population of all teens.

a) The correct interpretation is: We are 95% confident that the population of teen boys has a higher depression score than the population of teen girls. This is based on the 95% confidence interval for the difference between the two population means, which does not include zero.

d) The absence of zero in the confidence interval suggests that there is a statistically significant difference between the mean depression scores of teen boys and teen girls. The interval indicates that the mean depression score for teen boys is likely higher than that of teen girls, with a range from 1.561 points more to 2.021 points lower. This suggests that there may be a gender difference in depression levels among teenagers.

e) The interpretation provided in option e is incorrect. The confidence interval does not refer to the entire population of all teens. It only provides information about the difference in mean depression scores between teen boys and teen girls. It does not provide information about the absolute values of depression scores for all teens.

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Standard Normal Distribution
2. Find a) P(0 < Z < 1.43) b) P(-1.43 0) c) P(Z < 1.43) d) P(Z > 1.28)

Answers

The probability that a standard normal random variable is greater than 1.28 is:P(Z > 1.28) = 1 - Φ(1.28) = 1 - 0.8997 = 0.1003Answer:a. P(0 < Z < 1.43) = 0.4236b. P(-1.43 < Z < 0) = 0.4236c. P(Z < 1.43) = 0.9236d. P(Z > 1.28) = 0.1003

The Standard Normal Distribution The standard normal distribution is a normal distribution of variables whose z-scores have been used to standardize them. As a result, it has a mean of 0 and a standard deviation of 1. The quantity of standard deviations an irregular variable has from the mean is determined utilizing the z-score, which is otherwise called the standard score. The z-score is used to calculate the probability. In the standard normal spread, the probability of a sporadic variable being among an and b is: P(a < Z < b) = Φ(b) - Φ(a)Where Φ(a) is the standard commonplace dissemination's joined probability movement, which is the probability that a regular unpredictable variable will be not precisely or comparable to a.

We get the value from standard commonplace tables, which give probabilities for a standard conventional scattering with a mean of 0 and a standard deviation of 1. Therefore, we can look into "(a)" if we need to determine the likelihood of an irregular variable whose standard deviation falls below a. In order to respond to this question, we want to use the standard ordinary dispersion. As a result, we should take advantage of the following probabilities: a. P(0 < Z < 1.43)We're looking for the probability that a standard normal unpredictable variable is more critical than 0 yet under 1.43. We gaze upward (1.43) = 0.9236 and (0) = 0.5 from the standard typical appropriation tables. P(0  Z 1.43) = (1.43) - (0) = 0.9236 - 0.5 = 0.4236.b. P(-1.43  Z 0):

We are looking for the probability that a standard normal random variable is greater than or equal to -1.43. From the standard normal distribution tables, we look up (-1.43) = 0.0764 and (-0.5). P(-1.43  Z 0) = (0) - (-1.43) = 0.5 - 0.0764 = 0.4236.c. P(Z  1.43) is the probability that a typical standard irregular variable is less than 1.43. P(Z 1.43) = (1.43) = 0.9236d can be found in the standard normal distribution tables. P(Z > 1.28): The likelihood that a typical irregular variable is more prominent than 1.28 is what we are looking for. The standard normal distribution tables yield (1.28) = 0.8997. We are aware that the likelihood of a standard ordinary irregular variable being more significant than 1.28 is equivalent to the likelihood of a standard ordinary arbitrary variable not exactly being - 1.28 because the standard typical dispersion is even about the mean. In the standard normal distribution tables, we find (-1.28) = 0.1003.

Therefore, the following are the odds that a standard normal random variable will be greater than 1.28: The response is: P(Z > 1.28) = 1 - (1.28) = 1 - 0.8997 = 0.1003. a. P(0 < Z < 1.43) = 0.4236b. P(-1.43 < Z < 0) = 0.4236c. P(Z < 1.43) = 0.9236d. P(Z > 1.28) = 0.1003

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The random variable W = 2 X-1 Y+3 Z +6 where X, Y and Z are three independent random variables. E[X]=2, V[X]=3 E[Y]=-2, V[Y]=2 E[Z]=-1, V[Z]=1 E[W] is:

Answers

The correct answer is  E[W] = 9.

A random variable is a variable whose value is unknown or a function that assigns values to each of an experiment's outcomes. A random variable can be either discrete (having specific values) or continuous (any value in a continuous range).

Explanation:

Given the equation W = 2X − Y + 3Z + 6, where X, Y, and Z are independent random variables, the expected value of W can be found as follows:

E[X] = 2V[X] = 3E[Y] = -2V[Y] = 2E[Z] = -1V[Z] = 1E[W] is:

E[W] = 2E[X] - E[Y] + 3E[Z] + 6

Substituting the given values, we get:E[W] = 2(2) - (-2) + 3(-1) + 6 = 4 + 2 - 3 + 6 = 94

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Given the velocity v = ds/dt and the initial position of a body moving along a coordinate line, find the body's position at time t. v = 9.8t + 9, s(0) = 17

Answers

We are given v = ds/dt, v = 9.8t + 9, s(0) = 17. We need to find the position of a body moving along a coordinate line at time t.

Using the formula of velocity, we can integrate it with respect to t to find the position of the body at any time t. The formula for velocity is:v = ds/dt... (1) Integrating equation (1) with respect to t, we get's = ∫vdt + C ...(2)

Here, C is the constant of integration, and it is found using the given initial position. Given, s(0) = 17Substitute s = 17 and t = 0 in equation (2).17 = ∫(9.8t + 9)dt + C [∵ s(0) = 17]17 = 4.9t² + 9t + C

Therefore, C = 17 - 4.9t² - 9tOn substituting the value of C in equation (2), we get:s = ∫vdt + 17 - 4.9t² - 9t ...(3)Now, we can substitute the given velocity, v = 9.8t + 9, in equation (3).s = ∫(9.8t + 9)dt + 17 - 4.9t² - 9ts = 4.9t² + 9t + 17 - 4.9t² - 9ts = 9t + 17

Hence, the position of the body at time t is 9t + 17 units.

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The town of Khatmal has two citizens: a rich citizen (R) and a poor one (P). It has a road that leads to the neighbouring town; however, this road needs to be cleaned everyday, otherwise ash from the neighbouring thermal power plant settles on the road and makes it impossible to use it. Cleaning the road costs 1/- every day. R has to go to work in the neighbouring town and has to use this road, whereas P works in Khatmal and therefore do not use this road much. The daily income of R is 15/- and that of P is 10/-. Let X, denote the private good consumed by each citizen and m denote the amount of cleaning service provided. The cost of the private good is also 1. The utility functions of the two citizens are given by: UR = InxR + 2lnm; Up = Inxp + Inm a. Set up the maximization problems for R and P. Let me and mp denote the amount of road cleaning demanded by R and P, respectively. Without doing any math, describe whether you expect me and mp to be equal or different, and give two reasons for your answer. b. Solve mathematically for me and mp. What is the resulting utility of R and P? What is therefore the social surplus in the economy? The government of Khatmal is concerned that there is a market failure in the provision of road cleaning services and is considering a public provision option financed by taxes on R and P. However, the tax collector is unable to distinguish between R and P as it is each for R to disguise as P. Hence, the government is restricted to taxing everyone the same amount to finance the cleaning. I.e., if m units of cleaning are provided, everyone is charged m/2 in taxes. Page 1 of 3 c. What amount of daily cleaning should the government provide to maximize social surplus (assume the government maximizes the sum of the utilities of R and P)? What would be the c. What amount of daily cleaning should the government provide to maximize social surplus (assume the government maximizes the sum of the utilities of R and P)? What would be the resulting utility of R and P under this level of provision? Discuss any differences from the utilities in part b above, and also comment on any changes in social surplus. d. Does the sum of the individuals' marginal rates of substitution equal the price ratio? Why do you think? e. Now suppose that it is possible to distinguish between R and P, thus allowing differential taxation. Now how much of m does the government provide, and how is the tax burden divided? Calculate the sum of the individuals' marginal rates of substitution, and compare with part d above. Also calculate resulting individual and social surplus.


Answers

It is expected that the amounts of road cleaning demanded by the rich citizen (me) and the poor citizen (mp) will be different. There are two reasons for this expectation

1. Income Difference: The rich citizen (R) has a higher income (15/-) compared to the poor citizen (P) with an income of (10/-). Since road cleaning costs 1/- per day, the rich citizen can afford to demand a higher quantity of cleaning services compared to the poor citizen.

2. Usage Difference: The rich citizen (R) relies on the road to commute to work in the neighboring town, whereas the poor citizen (P) works in Khatmal and does not use the road as frequently. Therefore, the rich citizen has a higher incentive to demand more road cleaning to ensure the road remains usable for their daily commute.

b. To solve mathematically, we need to maximize the utility functions of R and P:

For the rich citizen (R):

Maximize UR = InxR + 2lnm

Taking the derivative with respect to xR and m, we can find the optimal values for me.

For the poor citizen (P):

Maximize Up = Inxp + Inm

Taking the derivative with respect to xp and m, we can find the optimal values for mp.

By solving these maximization problems, we can find the optimal amounts of road cleaning demanded by R and P (me and mp) and calculate the resulting utility for each citizen.

The social surplus in the economy is the sum of the utilities of R and P after the road cleaning is provided.

c. To maximize social surplus, the government should provide an amount of daily cleaning that balances the utilities of both citizens. This can be determined by finding the level of cleaning (m) that maximizes the sum of UR and Up.

By solving the maximization problem, we can find the optimal amount of daily cleaning (m) that maximizes social surplus. The resulting utilities of R and P can be calculated using the optimal values of me and mp.

There may be differences in the utilities compared to part b because the government provision of road cleaning could impact the incentives and decisions of R and P. The social surplus may also change depending on the level of provision chosen by the government.

d. The sum of the individuals' marginal rates of substitution does not necessarily equal the price ratio. The marginal rate of substitution measures the rate at which an individual is willing to trade one good for another while maintaining the same level of utility. The price ratio, on the other hand, represents the relative price of two goods.

e. If the government can distinguish between R and P for differential taxation, the optimal amount of road cleaning provided by the government could change. The tax burden can be divided based on the individuals' incomes or their willingness to pay for the cleaning services.

By calculating the sum of the individuals' marginal rates of substitution and comparing it with part d, we can see the impact of differential taxation. The resulting individual and social surplus can be determined based on the revised tax burden and provision of cleaning services.

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according to the set definition of ordered pair, what is (b,a)

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The order of the elements in an ordered pair is important, and (b,a) represents a different ordered pair than (a,b).

An ordered pair is a pair of elements in a set that contains both order and repetition; thus, the order of the elements is important in ordered pairs.

In an ordered pair (a, b), the first element is a and the second element is b.

Therefore, (b, a) is a different ordered pair than (a, b).Thus, according to the set definition of ordered pair, (b,a) is the ordered pair where b is the first element and a is the second element.

This is because in an ordered pair, the first element is written before the second element, separated by a comma, and enclosed in parentheses.

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find the centroid of the region bounded by the given curves y = sin x y = cos x

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The centroid of the region bounded by the curves y = sin x and y = cos x is (π/4, 0).

The given curves are y = sin x and y = cos x. The graph of these curves is shown below: Region bounded by the curves: y = sin xy = cos x

To find the centroid of the region bounded by the curves y = sin x and y = cos x, we need to first find the equation of the line of symmetry of this region. Since the curves are symmetrical with respect to the line x = π/4, this line of symmetry is given by x = π/4.

The centroid of the region bounded by the curves is the point of intersection of the lines x = π/4 and y = (1/2π) ∫sin x - cos x dx.

Since we have the bounds of the integral as

π/4 and 5π/4, the integral becomes: (1/2π) ∫sin x - cos x dx = (1/2π) [(-cos x - sin x)|π/4^5π/4](1/2π) [(-cos 5π/4 - sin 5π/4) - (-cos π/4 - sin π/4)] = (1/2π) [(-(-1)/√2 - (-1)/√2) - (1/√2 - 1/√2)] = (1/2π) (0) = 0.

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6. The news program for KOPE, the local television station, claims to have 40% of the market. A random sample of 500 viewers conducted by an independent testing agency found 192 who claim to watch the

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Based on the information, the calculated test statistic is approximately -1.176. The final conclusion regarding the claim made by the news program would depend on the chosen significance level and the corresponding p-value, which would determine whether the null hypothesis is rejected or not.

To test the claim made by the news program, we can use a hypothesis test. Let's set up the hypotheses:

Null hypothesis (H0): The news program has 40% of the market.

Alternative hypothesis (Ha): The news program does not have 40% of the market.

We can use the sample proportion of viewers who claim to watch the news program as an estimate of the population proportion.

In this case, the sample proportion is 192/500 = 0.384.

To conduct the hypothesis test, we can use the z-test for proportions.

The test statistic can be calculated as:

z = (p - P) / sqrt(P(1-P)/n)

where:

p is the sample proportion (0.384),

P is the claimed proportion (0.40),

n is the sample size (500).

Using these values, we can calculate the test statistic:

z = (0.384 - 0.40) / sqrt(0.40 * (1 - 0.40) / 500) ≈ -1.176.

To determine the p-value associated with this test statistic, we can consult the standard normal distribution table or use statistical software.

If the p-value is less than the significance level (typically 0.05), we reject the null hypothesis. Otherwise, we fail to reject the null hypothesis.

Please note that the final conclusion and the significance level may vary depending on the specific significance level chosen for the test.

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how many real solutions does the system have? y=−3x−1, y=x^2−3x + 4

Answers

the system of equations has two real solutions: (5, -16) and (1, -4).

To determine the number of real solutions for the system of equations:

1) y = -3x - 1

2) y = x^2 - 3x + 4

We can compare the graphs of the two equations to see if they intersect at any point. If they do, it means there is a real solution to the system.

The first equation represents a straight line with a slope of -3 and a y-intercept of -1. The graph of this equation is a downward-sloping line.

The second equation represents a quadratic function. The graph of this equation is a parabola that opens upward.

To find the points of intersection, we need to solve the system by setting the equations equal to each other:

-3x - 1 = x^2 - 3x + 4

Rearranging the equation:

x^2 - 6x + 5 = 0

Factoring the quadratic equation:

(x - 5)(x - 1) = 0

Setting each factor equal to zero:

x - 5 = 0   -->   x = 5

x - 1 = 0   -->   x = 1

Now, we can substitute these x-values back into either equation to find the corresponding y-values.

For x = 5:

y = -3(5) - 1

y = -16

For x = 1:

y = -3(1) - 1

y = -4

Therefore, the system of equations has two real solutions: (5, -16) and (1, -4).

So the correct answer is two real solutions.

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ingths for the modified and unmodified mortars, respectively. Assume that the bond strength distributions are both normal. (a) Assuming that σ 1

=1.6 and σ 2

=1.3, test H 0

:μ 1

−μ 2

=0 versus H a

:μ 1

−μ 2

>0 at level 0.01 . Calculate the test statistic and determine the P-value. (Round your test statistic to two decimal places and your P-value to four State the conclusion in the problem context. Reject H 0

. The data suggests that the difference in average tension bond strengths exceeds 0. Fail to reject H 0

. The data does not suggest that the difference in average tension bond strengths exceeds from 0 . Reject H 0

. The data does not suggest that the difference in average tension bond strengths exceeds 0. Fail to reject H 0

. The data suggests that the difference in average tension bond strengths exceeds 0. (b) Compute the probability of a type II error for the test of part (a) when μ 1

−μ 2

=1. (Round your answer to four decimal places.) number.) n= (d) How would the analysis and conclusion of part (a) change if σ 1

and σ 2

were unknown but s 1

=1.6 and s 2

=1.3 ? follow. Since n=32 is not a large sample, it still be appropriate to use the large sample test. The analysis and conclusions would stay the same. Since n=32 is a large sample, it would be more appropriate to use the t procedure. The appropriate conclusion would follow.

Answers

(a) The test statistic and P-value:The given information is provided as follows:σ1 = 1.6 and σ2 = 1.3The hypothesis test is defined as follows: H0: μ1 − μ2 = 0Ha: μ1 − μ2 > 0The significance level is α = 0.01.The two-tailed test for the difference between two means is given by:

(x1 ¯-x2 ¯)-(μ1-μ2)/sqrt[s1^2/n1+s2^2/n2]=t where s1^2 and s2^2 are variances of the sample 1 and sample 2 respectively. From the question, the sample size n1 = 27, and sample size n2 = 32.

Substitute the given values of n1, n2, σ1, and σ2 into the formula above to calculate the value of the test statistic:

t = [(92.7 − 87.4) − (0)] / √[(1.6^2 / 27) + (1.3^2 / 32)] = 2.28

The P-value is P(t > 2.28) = 0.013.

Hence the test statistic is 2.28 and the P-value is 0.013.The appropriate conclusion would be:Reject H0. The data suggests that the difference in average tension bond strengths exceeds 0. The P-value of 0.013 is less than the significance level α = 0.01.

(b) The probability of a type II error for the test of part (a) when μ1 − μ2 = 1:The type II error occurs when we fail to reject the null hypothesis when it is actually false. It is denoted by β.To calculate β, we need to determine the non-rejection region when the alternative hypothesis is true.

The non-rejection region is given by:t ≤ tc where tc is the critical value of t at the 0.01 level of significance and (n1 + n2 – 2) degrees of freedom.From the t-tables, tc = 2.439.

To calculate β, we need to find the probability that t ≤ tc when μ1 − μ2 = 1. Let d = μ1 − μ2 = 1.

Then,β = P(t ≤ tc; μ1 − μ2 = d) = P(t ≤ 2.439; μ1 − μ2 = 1).

Now, we have t = [(x1 ¯-x2 ¯) - (μ1-μ2)]/ sqrt [s1^2/n1 + s2^2/n2] = (x1 ¯-x2 ¯-d)/sqrt [s1^2/n1 + s2^2/n2]

Hence,P(t ≤ 2.439; μ1 − μ2 = 1) = P[(x1 ¯-x2 ¯)/ sqrt [s1^2/n1 + s2^2/n2] ≤ (2.439 − 1)/sqrt [(1.6^2/27) + (1.3^2/32)]] = P(z ≤ 0.846) = 0.7998,

where z is the standard normal distribution variable.

Therefore, the probability of a type II error for the test of part (a) when μ1 − μ2 = 1 is 0.7998.

(d) How would the analysis and conclusion of part (a) change if σ1 and σ2 were unknown but s1 = 1.6 and s2 = 1.3?The analysis would be done using the t-distribution, since σ1 and σ2 are not known and the sample size is small (n1 = 27 and n2 = 32). The hypothesis test and the test statistic are the same as in part

(a).However, the standard errors should be replaced with the estimated standard errors using the sample standard deviations s1 and s2 as follows:SE = sqrt [(s1^2/n1) + (s2^2/n2)] = sqrt [(1.6^2/27) + (1.3^2/32)] = 0.462.The t-value is calculated as:

t = [(x1 ¯-x2 ¯)-(μ1-μ2)]/SE = [(92.7 − 87.4) − (0)] / 0.462 = 11.48.The P-value is P(t > 11.48) < 0.0001. Therefore, the conclusion is the same as in part (a): Reject H0.

The data suggests that the difference in average tension bond strengths exceeds 0.

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