the predictors in the k-variable model identified by forward stepwise are a subset of the predictors in the (k 1)-variable model identified by backward stepwise selection.

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Answer 1

The statement is generally true. Forward stepwise selection starts with a single predictor and gradually adds predictors to the model based on their individual predictive power until the desired number of predictors is reached.

As a result, the predictors selected by forward stepwise selection are a subset of the predictors identified by backward stepwise selection. However, the specific subset of predictors may vary depending on the data and the criteria used for model selection.

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Related Questions

Write an expression that represents the net change in rupees bank account Val after paying for fuel at the gas station

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The net change in her account after paying for fuel is represented by expression [tex]B - F[/tex] where B is balance of rupee and F is fuel purchase price.

What expression be represent the net change?

An expression refers to statement that have minimum of two numbers or variables and operator connecting them

Let us say Val's bank account has a balance of B rupees and she purchases fuel for F rupees. Then, the net change in her bank account after paying for fuel can be represented by the expression which is [tex]B - F[/tex].

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Assume that a procedure yields a binomial distribution with n trials and the probability of success for one trial is p. Use the given values of n and p to find the mean mu μ and standard deviation sigma σ. ​Also, use the range rule of thumb to find the minimum usual value mu minus 2 sigma μ−2σ and the maximum usual value mu plus 2 sigma μ+2σ. n equals = 200​, p equals = 0.6

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In summary: Mean (μ): 120, Standard deviation (σ): 6.93, Minimum usual value (μ - 2σ): 106.14 and Maximum usual value (μ + 2σ): 133.86

To find the mean mu μ of the binomial distribution, we use the formula mu = n*p. Therefore, mu = 200*0.6 = 120.

To find the standard deviation sigma σ, we use the formula sigma = sqrt(n*p*(1-p)). Therefore, sigma = sqrt(200*0.6*0.4) = 6.93.

Using the range rule of thumb, we can estimate the minimum usual value by subtracting 2 times the standard deviation from the mean, and the maximum usual value by adding 2 times the standard deviation to the mean. Therefore, the minimum usual value is mu - 2*sigma = 120 - 2*6.93 = 106.14, and the maximum usual value is mu + 2*sigma = 120 + 2*6.93 = 133.86.

So, in summary, the mean mu μ of the binomial distribution is 120, the standard deviation sigma σ is 6.93, the minimum usual value mu minus 2 sigma μ−2σ is 106.14, and the maximum usual value mu plus 2 sigma μ+2σ is 133.86.
For a binomial distribution, the mean (μ) and standard deviation (σ) can be calculated using the formulas:

μ = n * p
σ = √(n * p * (1 - p))

Given n = 200 and p = 0.6, we can find μ and σ:

μ = 200 * 0.6 = 120
σ = √(200 * 0.6 * (1 - 0.6)) = √(200 * 0.6 * 0.4) = √48 ≈ 6.93

Next, we can use the range rule of thumb to find the minimum and maximum usual values:

Minimum usual value (μ - 2σ):
120 - (2 * 6.93) = 120 - 13.86 ≈ 106.14

Maximum usual value (μ + 2σ):
120 + (2 * 6.93) = 120 + 13.86 ≈ 133.86

In summary:
Mean (μ): 120
Standard deviation (σ): 6.93
Minimum usual value (μ - 2σ): 106.14
Maximum usual value (μ + 2σ): 133.86

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find the velocity and position vectors of a particle that has the given acceleration and the given initial velocity and position.a(t) = 5i + 8j, v(0) = k, r(0) = iv(t) = _______r(t) = _______

Answers

Answer:

a(t) = 5i + 8j v(t0 = integration of a(t) v

Step-by-step explanation:

-5√243-3√27
√500+√20+11√5
2√45+2√90+3√45
3√54+3√3-2√384
3√7+2√32-4√175
√20+2√80+√72-√5
-3√28+8√3-√3007√112
4√24-2√80+11√6-3√216

Answers

Answer: -8969.31346074

Explanation:  its the answer because thats what i got when i did the math

the national highway association is studying the relationship between the number of bidders on a highway project and the winning (lowest) bid for the project. of particular interest is whether the number of bidders increases or decreases the amount of the winning bid. project number of bidders, x winning bid ($ millions), y project number of bidders, x winning bid ($ millions), y 1 9 5.1 9 6 10.3 2 9 8.0 10 6 8.0 3 3 9.7 11 4 8.8 4 10 7.8 12 7 9.4 5 5 7.7 13 7 8.6 6 10 5.5 14 7 8.1 7 7 8.3 15 6 7.8 8 11 5.5 click here for the excel data file a. create a scatter plot of the data. a-2. choose the right option. b-1. calculate the correlation coefficient. (round your answer to 4 decimal places.) b-2. what does it indicate about the relationship between number of bidders and the winning bid? c-1. complete a regression analysis of the relationship. c-2. report and interpret the coefficient of determination. (round your answer to 2 decimal places.) d. compute the regression equation that predicts the winning bid. (negative value should be indicated by a minus sign. round your answers to 4 decimal places.) e. is the slope of the regression line significantly different from zero? multiple choice yes no f. estimate the winning bid if there were seven bidders. (round your answer to 4 decimal places.) g. compute the 95% prediction interval for a winning bid if there are seven bidders.

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a-1: The amount of the winning bid if there were seven bidders is $8.6875 million.

b-1. A correlation coefficient of -0.8906

b-2. A strong negative correlation between the number of bidders and the winning bid.

c-1  R² value of 0.7933

c-2 The approximately 79.33% of the variation in the winning bid can be explained by the number of bidders.

d: The regression equation that predicts the winning bid is 5.5327 million dollars

e. The alternative hypothesis is that the slope is not equal to zero.

f. The estimated winning bid for a project with seven bidders is $6.3138 million.

g. We can be 95% confident that the actual winning bid amount for a project with seven bidders will fall within the range of $3.4362 million to $9.1914 million.

a-1. To create a scatter plot of the data, we plot the number of bidders (x-axis) against the winning bid in millions of dollars (y-axis) for each project.

Using the data set provided, we can calculate the slope and intercept of the line as follows:

Slope (b) = Σ[(X - x)(Y - x)] / Σ(X - x)²

Intercept (a) = y - bx

where x and yȲ are the mean values of X and Y, respectively. Using the given data, we can calculate x = 6.6 and Y = 8.32.

Using these equations, we can calculate the slope and intercept of the line as:

b = -0.1744

a = 9.8983

Therefore, the equation of the line is:

Y = 9.8983 - 0.1744X

To estimate the winning bid if there were seven bidders, we can substitute X = 7 into the equation and solve for Y:

Y = 9.8983 - 0.1744(7)

Y = 8.6875

b-1. Using the given data, we get a correlation coefficient of -0.8906, rounded to four decimal places.

b-2. The correlation coefficient indicates the strength and direction of the linear relationship between the number of bidders and the winning bid. A value of -1 indicates a perfect negative correlation, while a value of +1 indicates a perfect positive correlation. A value of 0 indicates no correlation. In this case, the correlation coefficient of -0.8906 suggests a strong negative correlation between the number of bidders and the winning bid.

c-1. To complete a regression analysis of the relationship, we use the formula:

y = a + bx

where y is the dependent variable (winning bid), x is the independent variable (number of bidders), a is the y-intercept, and b is the slope of the regression line.

Using the given data and performing regression analysis, we get:

y = 10.14 - 0.6261x

c-2. Using the given data, we get an R² value of 0.7933, rounded to two decimal places. This means that approximately 79.33% of the variation in the winning bid can be explained by the number of bidders.

d. To compute the regression equation that predicts the winning bid, we use the equation obtained in part c-1:

y = 10.14 - 0.6261x

So, if there were, for example, 7 bidders, we can estimate the winning bid as:

y = 10.14 - 0.6261(7) = 5.5327 million dollars, rounded to 4 decimal places.

e. To test whether the slope of the regression line is significantly different from zero, we can perform a t-test on the slope coefficient (b). The null hypothesis is that the slope is equal to zero, and the alternative hypothesis is that the slope is not equal to zero.

f. The relationship between the number of bidders and the winning bid amounts for the collected data. The resulting regression equation for this data is:

y = 10.0643 - 0.4771x

To estimate the winning bid for a project with seven bidders, we can plug in the value of x = 7 into the regression equation:

y = 10.0643 - 0.4771(7)

y = 6.3138

g) For a 95% confidence interval and n = 15 - 2 = 13 degrees of freedom, the t-value is 2.160. Therefore, the 95% prediction interval for a winning bid with seven bidders is:

6.3138 ± 2.160 x 1.4587

= (3.4362, 9.1914)

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a career services representative wants to study association between a graduating student's college (7 levels - arts and letters, business administration, education, engineering, professional studies and fine arts, sciences, health and human services), and their employment status upon graduation (3 levels - unemployed, underemployed or employed outside of field of study, employed in field of study) . how many degrees of freedom should be used for the chi-square test?

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The  answer is that the degrees of freedom for the chi-square test in this scenario would be (7-1) x (3-1) = 12.

In order to calculate the degrees of freedom for a chi-square test, you need to determine the number of categories being compared for each variable and subtract 1 from each. In this case, there are 7 categories for college and 3 categories for employment status, resulting in (7-1) x (3-1) = 12 degrees of freedom.

Long Answer: The chi-square test is a statistical method used to determine whether there is a significant association between two categorical variables. In this scenario, the career services representative is interested in studying the association between a graduating student's college and their employment status upon graduation.

There are 7 categories for college: arts and letters, business administration, education, engineering, professional studies and fine arts, sciences, and health and human services. There are 3 categories for employment status: unemployed, underemployed or employed outside of field of study, and employed in field of study.

To determine the degrees of freedom for the chi-square test, we need to calculate the number of categories being compared for each variable and subtract 1 from each. In this case, there are 7 categories for college and 3 categories for employment status, resulting in (7-1) x (3-1) = 12 degrees of freedom.

This means that in order to conduct a chi-square test on this data, we would need a sample size of at least 12 observations for each cell in the contingency table (i.e., each combination of college and employment status). If any of the cells have a sample size less than 12, the test may not be reliable or valid.

In summary, the degrees of freedom for the chi-square test in this scenario would be 12, indicating that there are 12 independent pieces of information in the contingency table that can be used to test for an association between college and employment status.

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MNOP is a trapezoid with median QR. Find X

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Answer:

B. x = 5

Step-by-step explanation:

Trapezoid are quadrilateral because they have 4 sides. From trapezoid above, the side NO is parallel to side MP and are known as the base.

consider a binary search algorithm to search an ordered list of numbers. which of the following choices is closest to the maximum number of times that such an algorithm will execute its main comparison loop when searching a list of 1 million numbers?

Answers

The maximum number of times the main comparison loop will execute for a list of 1 million numbers is closest to 20.

What is binary search?

An effective algorithm for narrowing down a list of things is binary search. It divides the section of the list that might contain the item in half repeatedly until there is only one viable position left. In the beginning tutorial's guessing game, binary search was used.

In a binary search algorithm, the main comparison loop divides the search interval in half at each iteration until the target value is found or the search interval is empty. Therefore, the number of times the loop executes is proportional to the number of times the search interval can be divided in half before reaching a length of 1.

For a list of 1 million numbers, the initial search interval includes all 1 million numbers. At the first iteration, the interval is divided in half, leaving 500,000 numbers to search. At the second iteration, the interval is divided in half again, leaving 250,000 numbers. This process continues until the interval contains only one number, which is either the target value or not present in the list.

The number of times the loop executes is equal to the number of times the interval can be divided in half before reaching a length of 1. In this case, the interval length is divided by 2 at each iteration, so the number of iterations required to reach a length of 1 is log base 2 of 1 million:

log2(1,000,000) = 19.93

Therefore, the maximum number of times the main comparison loop will execute for a list of 1 million numbers is closest to 20.

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What is the probability.

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The probabilities are:

(1) P(32) = 1/90

(2) P(odd number) = 1/2

(3) P(a multiple of 5) = 1/5

(4) P(a vowel) = 3/11

(5) P(N or S) = 2/11

(6) P(not C) = 9/11

(7) Probability that two land on heads = 3/8

(8) Probability that the month chosen has less than 31 days = 5/12

(9) Probability of drawing a 9 or diamond from a standard deck of cards = 4/13

(10) Probability that a code starts with the number '7' = 1/10

(11) Probability of not getting doubles = 5/6

(12) Probability that the next song is not Katy Perry song = 30/47

We know that the total number of two digit numbers = 90

(1) 32 is one number.

P(32) = 1/90

(2) Number of odd two digit numbers = 45

P(odd number) = 45/90 = 1/2

(3) Number of multiples of 5 with two digits = 18

P(a multiple of 5) = 18/90 = 1/5

(4) The number of total letters in CANDLESTICK is = 11

Number of vowels in CANDLESTICK = 3

P(a vowel) = 3/11

(5) P(N or S) = P(N) + P(S) = 1/11 + 1/11 = 2/11

(6) P(not C) = 1 - P(C) = 1 - 2/11 = (11-2)/11 = 9/11

(7) Three coins are tossed and sample space is = {HHH, HHT, HTH, HTT, THH, THT, TTH, TTT}

So number of total outcomes = 8

Number of outcomes with two heads = 3

Probability that two land on heads = 3/8

(8) Total number of months in a year = 12

The number of months in a year with less than 31 days = 5

Probability that the month chosen has less than 31 days = 5/12

(9) Total number of cards in deck = 52

Number of 9 cards = 4

Number of diamond cards = 13

Number of cards 9 and diamond = 1

P(9 or diamond) = P(9) + P(Diamond) - P(9 and Diamond) = 4/52 + 13/52 - 1/52 = (4+13-1)/52 = 16/52 = 4/13

(10) If the first digit of three digit security code is 7 then rest two digits can be any one from 10 digits.

Total number of possible security digits = 10*10*10 = 1000

The number of security code starts with 7 = 10*10 = 100

Probability that a code starts with the number '7' = 100/1000 = 1/10

(11) Total number of outcomes when two dices are rolled = 6² = 36

The number of doubles = 6

Probability of getting doubles = 6/36 = 1/6

Probability of not getting doubles = 1 - 1/6 = (6-1)/6 = 5/6

(12) Total number of songs = 14 + 16 + 17 = 47 songs

Number of Katy Perry songs = 17

Probability that the next song is not Katy Perry song = 1 - P(Katy Perry Song) = 1 - 17/47 = (47-17)/47 = 30/47

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When London runs the 400 meter dash, her finishing times are normally distributed with a mean of 83 seconds and a standard deviation of 1 second. If London were to run 40 practice trials of the 400 meter dash, how many of those trials would be between 84 and 85 seconds, to the nearest whole number?

Answers

If London were to run 40 practice trials of the 400 meter dash, 5 trials would be between 84 and 85 seconds.

To solve this problem, we need to use the normal distribution formula and the z-score formula.

First, we need to calculate the z-scores for 84 and 85 seconds:

z₁ = (84 - 83) / 1 = 1

z₂ = (85 - 83) / 1 = 2

Next, we need to look up the area under the standard normal distribution curve between these two z-scores. We can do this using a standard normal distribution table.

we can find the area between these two z-scores by subtracting the area to the left of z₁ from the area to the left of z₂:

area = P(z₁ < Z < z₂) = P(Z < z₂) - P(Z < z₁)

area = P(Z < 2) - P(Z < 1)

area = 0.9772 - 0.8413

area = 0.1359

This means that approximately 13.59% of the practice trials will be between 84 and 85 seconds. To find the actual number of trials, we can multiply this percentage by the total number of trials:

number of trials = 0.1359 * 40

number of trials ≈ 5.44

Rounding to the nearest whole number, we get that about 5 of the 40 practice trials will be between 84 and 85 seconds.

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Determine the total number of roots of each polynomial function using the factored form.
a. f (x) = (x + 1)
b. (x - 3)
c. (x - 4)

Answers

The total number of roots of each polynomial function is one.

The roots of a polynomial refer to the values of the variable that make the polynomial equal to zero. The number of roots of a polynomial is dependent on the degree of the polynomial.

The given polynomial functions are already in factored form.

a. f(x) = (x + 1)

The polynomial function f(x) has one root, which is -1.

b. f(x) = (x - 3)

The polynomial function f(x) has one root, which is 3.

c. f(x) = (x - 4)

The polynomial function f(x) has one root, which is 4.

Therefore, the total number of roots of each polynomial function is one.

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two dice are rolled. what is the probability that the sum of the numbers rolled is either 3 or 7 ? express your answer as a fraction in lowest terms or a decimal rounded to the nearest millionth

Answers

To find the probability of rolling a sum of either 3 or 7, we need to find the number of ways we can get each sum and divide by the total number of possible outcomes. For a sum of 3, the only way to get this is by rolling a 1 and a 2. There are two ways to arrange this: 1-2 and 2-1.


Probability = (Number of desired outcomes) / (Total number of possible outcomes)
Probability = 8 / 36

We can simplify the fraction by dividing both numerator and denominator by their greatest common divisor, which is 4:

Probability = (8/4) / (36/4)
Probability = 2/9

So, the probability of rolling a sum of 3 or 7 with two dice is 2/9, or approximately 0.222222 as a decimal rounded to the nearest millionth.

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write the sum using sigma notation. 2-4+6-8+10-12 the form of your answer will depend on your choice of the lower limit of summation.

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∑  for k = 2 to 6 is the sum in sigma notation for this series of terms.

The series is 2-4+6-8+10-12. The lower limit of summation is 2, which means, the sum starts at the initial term in the series.

The index of summation is k, which implies, the ongoing term in the series is represented by the variable k. So, the sigma notation for this series of terms is ∑ for k = 2 to 6, which means, we are subtracting up the number 2 of the numbers from 2 to 6.

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The process of using data to forecast what will happen in the future is known as
-descriptive analytics
-predictive analytics
-prescriptive analytics
-operations research
-management science

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The process of using data to forecast what will happen in the future is known as predictive analytics.

Predictive analytics involves analyzing historical data to identify patterns and trends that can be used to make predictions about future events or behaviors.

A variety of techniques, such as regression analysis, time series analysis, and machine learning algorithms.

Predictive analytics is an important tool for businesses and organizations that want to make data-driven decisions and stay ahead of the competition.

It can be used in a variety of applications, such as sales forecasting, demand planning, fraud detection, and risk management.

By using predictive analytics, organizations can identify potential risks and opportunities, optimize their operations, and improve their bottom line.

Predictive analytics is not a crystal ball that can predict the future with 100% accuracy.

The predictions made using predictive analytics are based on historical data, and there is always a degree of uncertainty and risk involved.

It is important to understand the limitations of predictive analytics and to use it in conjunction with other tools and methods, such as expert judgment and qualitative analysis.

Predictive analytics is the process of using data to forecast what will happen in the future.

It is a powerful tool for businesses and organizations that want to make data-driven decisions, but it should be used with caution and in conjunction with other methods.

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Alice and Bob the end the nice restaurant. At the end of the meal, Alice has eaten C_A dollars worth of food, and in her wallet a set of bills A = a_1, a_2 ..., a_n Similarly, Bob owes the restaurant c_B dollars and has bills B = {B_1, B_2, ....b_m}. Now, Alice and Bob are very calculating people, so they agree that each of them should pay their fair share (C_A and c_B, respectively). One thing they don't mind doing, however, is fairly trading bills. That is, Alice can exchange a subset A' subsetorequalto A of her bills for for a subset B' subsetorequalto B of Bob's bills, so long as sigma _a element A' a = sigma _b element B' b. Under the above EA' conditions, Alice and Bob wish to find, after trading as many times as desired, subsets of their bills A*, B* such that sigma _a element A* a = c_A and sigma _b element B* b = c_B. Show that FAIR DATE is NP-complete.

Answers

FAIR DATE is both in NP and NP-hard, we can conclude that FAIR DATE is NP-complete.

To prove that FAIR DATE is NP-complete, we need to show two things: (1) FAIR DATE is in NP, and (2) FAIR DATE is NP-hard.

1. FAIR DATE is in NP:
We can easily verify a potential solution for FAIR DATE in polynomial time. Given subsets A* and B*, we can check if the sum of the bills in A* equals c_A and the sum of the bills in B* equals c_B. This verification can be done in O(n) time for Alice's bills and O(m) time for Bob's bills, where n and m are the number of bills Alice and Bob have, respectively.

2. FAIR DATE is NP-hard:
To show that FAIR DATE is NP-hard, we need to reduce a known NP-complete problem to it. Let's choose the PARTITION problem for this reduction. In the PARTITION problem, given a set S of integers, we need to determine if there exists a subset S' of S such that the sum of the elements in S' is equal to half the sum of all elements in S.

Reduction: Given an instance of PARTITION, we can create an instance of FAIR DATE as follows:
- Let Alice's bill be the set A = S, and c_A = 1/2 * (sigma_a ∈ A, a).
- Let Bob's bill be the set B = {}, and c_B = 0.

Now, if there exists a subset A* of A such that sigma_a ∈ A* a = c_A, then this subset is the solution to the PARTITION problem as well. Conversely, if there is a solution to the PARTITION problem, then there exists a subset A* such that sigma_a ∈ A* a = c_A.

Since we can perform this reduction in polynomial time, FAIR DATE is NP-hard.


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suppose that f(x) and df /dx are piecewise smooth. (a) prove that the fourier sine series of a continuous function f(x) can be differentiated term by term only if f(0)

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We have proven that the Fourier sine series of a continuous function f(x) can be differentiated term by term only if f(0) = 0.

What is fourier series?

An infinite sum of sines and cosines is used to represent the expansion of a periodic function f(x) into a Fourier series. The orthogonality relationships between the sine and cosine functions are used in the Fourier series.

To prove that the Fourier sine series of a continuous function f(x) can be differentiated term by term only if f(0) = 0, we will use integration by parts and the properties of the Fourier sine series.

First, we write the Fourier sine series of f(x) as:

f(x) = ∑[n=1 to ∞] Bn sin(nx)

where Bn = 2/L ∫[0 to L] f(x) sin(nx) dx is the nth Fourier sine coefficient.

Next, we differentiate both sides of the equation with respect to x:

f'(x) = ∑[n=1 to ∞] nBn cos(nx)

Now, we can differentiate each term in the Fourier sine series of f(x) term by term if and only if the series converges uniformly. To prove that the series converges uniformly, we will use the Weierstrass M-test.

Let Mn = n|Bn|. Then, we have:

|Mn sin(nx)| = n|Bn| |sin(nx)| ≤ n|Bn| for all x

Since ∑[n=1 to ∞] n|Bn| is convergent by the Dirichlet's test, we have ∑[n=1 to ∞] Mn sin(nx) is uniformly convergent by the Weierstrass M-test.

Therefore, we can differentiate each term in the Fourier sine series of f(x) term by term to get:

f'(x) = ∑[n=1 to ∞] nBn cos(nx)

Now, we evaluate this equation at x = 0 and use the fact that Bn = 2/L ∫[0 to L] f(x) sin(nx) dx to get:

f'(0) = ∑[n=1 to ∞] nBn

If we assume that we can differentiate each term in the Fourier sine series of f(x) term by term and obtain a new series that converges uniformly, then we can interchange the order of differentiation and summation to get:

f''(x) = ∑[n=1 to ∞] -n²Bn sin(nx)

Now, we evaluate this equation at x = 0 and use the fact that Bn = 2/L ∫[0 to L] f(x) sin(nx) dx to get:

f''(0) = ∑[n=1 to ∞] -n²Bn

Therefore, we have:

f''(0) = -2/L ∫[0 to L] f(x) dx

If f(0) = 0, then f''(0) = 0, which implies that the Fourier sine series of f(x) can be differentiated term by term. However, if f(0) ≠ 0, then f''(0) ≠ 0, which implies that the Fourier sine series of f(x) cannot be differentiated term by term.

Therefore, we have proven that the Fourier sine series of a continuous function f(x) can be differentiated term by term only if f(0) = 0.

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Prime factorization of number using exponential notation with the factors arranged in order of increase magnitude is called the _______ factorization of the number

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Prime factorization of a number using exponential notation with the factors arranged in order of increasing magnitude is called the canonical factorization of the number.

In the canonical factorization, the prime factors are listed in ascending order of their value, and the exponents are used to show the number of times each prime factor appears in the factorization. This representation is unique for each positive integer, and it provides a concise and standardized way to express the prime factorization of a number.

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let mn be the maximum of n i.i.d standard normal random variables, show that limit of mn/sqrt(2logn) is at most 1

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We have: lim n→∞ mn/sqrt(2ln(n)) = μ - 1 Since μ is the population mean and [tex]σ^2[/tex] is the population variance, we know that[tex]μ - σ^2/2[/tex] is the population standard deviation. Therefore, we can conclude that the limit of mn/sqrt(2ln(n)) is at most 1.

To show that [tex]$\lim_{n\to\infty} \frac{M_n}{\sqrt{2\log n}} \leq 1$[/tex], where [tex]$M_n$[/tex] is the maximum of [tex]$n$[/tex]independent and identically distributed standard normal random variables, we can use the following steps:

We first note that the cumulative distribution function (cdf) of the maximum [tex]$M_n$[/tex] is given by the product of the cdfs of the individual random variables, which for a standard normal distribution is [tex]\Phi(x) = \frac{1}{\sqrt{2\pi}}\int_{-\infty}^{x} e^{-t^2/2}dt$.[/tex]

We then use the fact that [tex]\Phi(x) \leq \frac{1}{\sqrt{2\pi}}\frac{e^{-x^2/2}}{x}$ for all $x > 0$[/tex] (see proof below).

Using the above inequality, we can bound the cdf of [tex]$M_n$[/tex] as follows:

[tex]$\begin{aligned} P(M_n \geq t) &= 1 - P(M_n \leq t) \ &= 1 - \left[ \Phi(t) \right]^n \ &\leq 1 - \left[ \frac{1}{\sqrt{2\pi}}\frac{e^{-t^2/2}}{t} \right]^n \ &= 1 - \frac{1}{\sqrt{2\pi}^n} \frac{e^{-nt^2/2}}{t^n} \end{aligned}$[/tex]

We now choose [tex]$t = \sqrt{2\log n}$[/tex] and plug it into the above inequality to get:

[tex]$\begin{aligned} P(M_n \geq \sqrt{2\log n}) &\leq 1 - \frac{1}{\sqrt{2\pi}^n} \frac{e^{-n\log n}}{(\sqrt{2\log n})^n} \ &= 1 - \frac{1}{\sqrt{2\pi}^n} \frac{1}{n^{n/2}} \ &\to 0 \end{aligned}$[/tex]

as[tex]$n \to \infty$, since $n^{n/2}$[/tex] grows faster than [tex]e^{n\log n}$.[/tex]

Finally, we have[tex]$P(M_n \geq \sqrt{2\log n}) \to 0$[/tex] as [tex]n \to \infty$,[/tex]

which implies that [tex]$\frac{M_n}{\sqrt{2\log n}} \to 0$[/tex] in probability.

Since[tex]$0 \leq \frac{M_n}{\sqrt{2\log n}} \leq 1$ for all $n$,[/tex]y the squeeze theorem, we have [tex]\lim_{n\to\infty} \frac{M_n}{\sqrt{2\log n}} = 0$,[/tex]

and hence [tex]\lim_{n\to\infty} \frac{M_n}{\sqrt{2\log n}} \leq 1$.[/tex]

Proof of [tex]\Phi(x) \leq \frac{1}{\sqrt{2\pi}}\frac{e^{-x^2/2}}{x}$:[/tex]

We first define [tex]I = \int_{-\infty}^{\infty} e^{-x^2/2} dx$.[/tex]

We then note that [tex]$I^2 = \left(\int_{-\infty}^{\infty} e^{-x^2/2} dx\right)\[/tex]

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Full Question:  Let[tex]$X_1, X_2, \dots, X_n$[/tex] be independent and identically distributed (i.i.d.) standard normal random variables. Le[tex]t $M_n = \max{X_1, X_2, \dots, X_n}$[/tex] be the maximum of these random variables. Show that

The probability density function (PDF) of a standard normal random variable [tex]$X$[/tex] is given by [tex]\phi(x) = \frac{1}{\sqrt{2\pi}} e^{-x^2/2}$.[/tex]

The cumulative distribution function (CDF) of [tex]$X$[/tex] is denoted by[tex]$\Phi(x) = \int_{-\infty}^x \phi(t),dt$[/tex], which can be computed numerically or using tables.

Using these facts, we can first find the probability that [tex]$M_n$[/tex] exceeds a certain threshold [tex]$t$[/tex], and then use this to bound the tail probability of [tex]M_n$.[/tex]

Specifically, for any[tex]$t \geq 0$,[/tex]we have

[tex]P(M_n \geq t) &= P(X_1 \geq t, X_2 \geq t, \dots, X_n \geq t) \&= P(X_1 \geq t) P(X_2 \geq t) \cdots P(X_n \geq t) \qquad (\text{by independence}) \[/tex]

[tex]&= \prod_{i=1}^n P(X_i \geq t) \&= \prod_{i=1}^n \left(1 - \Phi(t)\right) \qquad (\text{since } X_i \sim N(0,1)) \&= \left(1 - \Phi(t)\right)^n\end{align*}[/tex]

To make use of this formula, we need to choose an appropriate value of [tex]$t$[/tex] One natural choice is to set [tex]$t = \sqrt{2\log n}$[/tex], which leads to

[tex]P(M_n \geq \sqrt{2\log n}) &= \left(1 - \Phi(\sqrt{2\log n})\right)^n \&= \left(1 - \frac{1}{\sqrt{2\pi}}\int_{-\infty}^{\sqrt{2\log n}} e^{-x^2/2},dx\right)^n \[/tex]

[tex]&= \left(1 - \frac{1}{\sqrt{2\pi}}\int_{-\infty}^{\sqrt{\log n}} e^{-(x/\sqrt{2})^2},\frac{dx}{\sqrt{2}}\right)^n \qquad (\text{substituting } x = \sqrt{2},t) \[/tex]

[tex]&\leq \left(1 - \frac{1}{n}\right)^n \qquad (\text{since } e^{-(x/\sqrt{2})^2} \leq 1 \text{ for all } x) \&\to e^{-1} \qquad (\text{as } n \to \infty)\end{align*}[/tex]

where we have used the well-known inequality [tex]$(1 - \frac{1}{n})^n \leq e^{-1}$[/tex] for the last step. Thus, we have shown that [tex]\lim_{n\[/tex]

Calcula la energía cinética de una

mosca cuya masa es m= 4g y su velocidad es de 5m/s

Answers

Answer:bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb

Step-by-step explanation:

find the rectangular equation for the surface by eliminating the parameters from the vector-valued function r(u,v)=ui+vj+v/2k

Answers

The rectangular equation for the surface is either y = 2kzj or z = y/2kj, depending on how you choose to eliminate the parameters.

To eliminate the parameters from the vector-valued function r(u,v)=ui+vj+v/2k and find the rectangular equation for the surface, we need to solve for u and v in terms of x, y, and z.

Starting with the x-coordinate:

ui = x
=> u = x/i

Moving on to the y-coordinate:

vj = y
=> v = y/j

Finally, for the z-coordinate:

v/2k = z
=> v = 2kz

Substituting the expressions for u and v in terms of x, y, and z, we get the rectangular equation:

x/i = u
y/j = v
2kz = v

Simplifying, we can write this as:

x/i = u
y/j = 2kz
y = 2kzj
or
x/i = u
z = v/2k
x/i = u
z = y/2kj

So the rectangular equation for the surface is either y = 2kzj or z = y/2kj, depending on how you choose to eliminate the parameters.

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the amount of gold produced (in troy ounces) during the california gold rush from 1848 to 1888 can be modeled by G(t) = 25t / t^2+ 16 where t is the number of years since 1848 and 0≤t≤40. Part a) Use the closed interval method to determine the absolute maximum amount of gold produced during the California gold rush. Also, state the year when the absolute maximum production was achieved. Part a) Use the closed interval method to determine the absolute minimum amount of gold produced during the California gold rush. Also, state the year when the absolute minimum production was achieved.

Answers

The absolute minimum amount of gold produced during the California gold rush was at t = 40 years (1888), with a production of G(40) ≈ 0.195 troy ounces.

What are derivatives?

A function's varied rate of change with respect to an independent variable is referred to as a derivative. When there is a variable quantity and the rate of change is irregular, the derivative is most frequently utilised.

To find the absolute maximum and minimum values of G(t) on the closed interval [0, 40], we need to first find the critical points and endpoints of G(t) on this interval.

Taking the derivative of G(t), we have:

G'(t) = (25(t² + 16) - 25t(2t))/ (t² + 16)²

     = 25(16 - t²) / (t² + 16)²

Setting G'(t) equal to zero, we get:

25(16 - t²) / (t² + 16)² = 0

Simplifying this expression, we have:

16 - t² = 0

This gives us t = ±4.

However, we need to check whether these critical points are actually maximum or minimum points, or neither.

We can do this by using the first derivative test, which involves checking the sign of G'(t) on either side of the critical points.

For t < -4, G'(t) < 0, indicating that G(t) is decreasing.

For -4 < t < 4, G'(t) > 0, indicating that G(t) is increasing.

For t > 4, G'(t) < 0, indicating that G(t) is decreasing.

Therefore, we can conclude that t = -4 is a local maximum point, and t = 4 is a local minimum point.

Next, we need to check the endpoints of the interval [0, 40].

At t = 0, G(0) = 0.

At t = 40, G(40) = 25(40) / (40² + 16) ≈ 0.195 troy ounces.

Comparing all of these values, we can see that the absolute maximum amount of gold produced during the California gold rush was at t = 4 years (1852), with a production of G(4) ≈ 1.562 troy ounces.

The absolute minimum amount of gold produced during the California gold rush was at t = 40 years (1888), with a production of G(40) ≈ 0.195 troy ounces.

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find the area inside the larger loop and outside the smaller loop of the limaã§on r = 1 2 + cos(θ).

Answers

To find the area inside the larger loop and outside the smaller loop of the limaçon r = 1 2 + cos(θ), we need to first plot the curve on a polar graph.

From the graph, we can see that the curve has two loops - one larger loop and one smaller loop. The larger loop encloses the smaller loop.

To find the area inside the larger loop and outside the smaller loop, we can use the formula:

Area = 1/2 ∫[a,b] (r2 - r1)2 dθ

where r2 is the equation of the outer curve (larger loop) and r1 is the equation of the inner curve (smaller loop).

The limits of integration a and b can be found by setting the angle θ such that the curve intersects itself at the x-axis. From the graph, we can see that this occurs at θ = π/2 and θ = 3π/2.

Plugging in the equations for r1 and r2, we get:

r1 = 1/2 + cos(θ)
r2 = 1/2 - cos(θ)

So the area inside the larger loop and outside the smaller loop is:

Area = 1/2 ∫[π/2, 3π/2] ((1/2 - cos(θ))2 - (1/2 + cos(θ))2) dθ

Simplifying and evaluating the integral, we get:

Area = 3π/2 - 3/2 ≈ 1.07

Therefore, the area inside the larger loop and outside the smaller loop of the limaçon r = 1 2 + cos(θ) is approximately 1.07. Note that this area is smaller than the total area enclosed by the curve, since it excludes the area inside the smaller loop.
To find the area inside the larger loop and outside the smaller loop of the limaçon given by the polar equation r = 1 + 2cos(θ), follow these steps:

1. Find the points where the loops intersect by setting r = 0:
1 + 2cos(θ) = 0
2cos(θ) = -1
cos(θ) = -1/2
θ = 2π/3, 4π/3

2. Integrate the area inside the larger loop:
Larger loop area = 1/2 * ∫[r^2 dθ] from 0 to 2π
Larger loop area = 1/2 * ∫[(1 + 2cos(θ))^2 dθ] from 0 to 2π

3. Integrate the area inside the smaller loop:
Smaller loop area = 1/2 * ∫[r^2 dθ] from 2π/3 to 4π/3
Smaller loop area = 1/2 * ∫[(1 + 2cos(θ))^2 dθ] from 2π/3 to 4π/3

4. Subtract the smaller loop area from the larger loop area:
Desired area = Larger loop area - Smaller loop area

After evaluating the integrals and performing the subtraction, you will find the area inside the larger loop and outside the smaller loop of the given limaçon.

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Suppose a bond with no expiration date annually pays a fixed amount of interest of $700.



a. In the table provided below, calculate and enter either the interest rate that the bond would yield to a bond buyer at each of the bond prices listed below or the bond price at each of the interest yields shown.

Instructions: Enter your answers in the gray-shaded cells. For bond prices, round your answers to the nearest hundred dollars. For interest yields, round your answers to 2 decimal places.

Answers

Answer:

Bond Price / Interest Yield, %

$8,500 / 8.24%

$9,500 / 7.37%

$10,500 / 6.67%

$11,500 / 6.09%

$13,500 / 5.19%

Step-by-step explanation:

To calculate the interest rate or bond price, we can use the following formula:

Bond price = Annual interest payment / Interest rate

For a bond price of $8,500:

Interest rate = Annual interest payment / Bond price

Interest rate = $700 / $8,500

Interest rate = 0.0824 or 8.24%

For an interest yield of 7.37%:

Bond price = Annual interest payment / Interest rate

$8,500 = $700 / 0.0737

Bond price = $9,500.20 or $9,500 (rounded to the nearest hundred dollars)

For a bond price of $10,500:

Interest rate = Annual interest payment / Bond price

Interest rate = $700 / $10,500

Interest rate = 0.0667 or 6.67%

For a bond price of $11,500:

Interest rate = Annual interest payment / Bond price

Interest rate = $700 / $11,500

Interest rate = 0.0609 or 6.09%

For an interest yield of 5.19%:

Bond price = Annual interest payment / Interest rate

$8,500 = $700 / 0.0519

Bond price = $13,481.86 or $13,500 (rounded to the nearest hundred dollars)

So the completed table is:

Bond Price / Interest Yield, %

$8,500 / 8.24%

$9,500 / 7.37%

$10,500 / 6.67%

$11,500 / 6.09%

$13,500 / 5.19%

if the terminal side of angle x, in standard position passes through the point (4,-7), what is the numerical value of sinx?

Answers

The value of sin(x) is -0.868.

What is the sine of an angle?

The ratio of the hypotenuse to the side directly opposite the angle is known as the sine of an angle in a right triangle. In a right triangle, the ratio between the hypotenuse and the side next to the angle is known as the cosine.

Here, we have

Given:  in standard position passes through the point (4,-7).

We have to find the numerical value of sinx.

When the terminal side of angle 'θ' in standard position, passes through point (x, y) then the radius of the unit circle will be

r = √(x² + y²)

Here, the given point is (4, -7).

Therefore, the value of r is

= √(x² + y²)

= √(4² + (-7)²)

= √65

Therefore, the value of sin (x)

= y/r

= -7/√65

= -0.868

Hence, the value of sin(x) is -0.868.

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If the alternative hypothesis is that proportion of items in population 1 is larger than the proportion of items in population 2, then the null hypothesis should be _____.

Answers

If the alternative hypothesis is that the proportion of items in population 1 is larger than the proportion of items in population 2, then the null hypothesis should be that there is no significant difference in the proportion of items between population 1 and population 2.

Based on the information provided, the null hypothesis should be:

The null hypothesis is that the proportion of items in population 1 is less than or equal to the proportion of items in population 2.

This is denoted as H₀: P₁ ≤ P₂. The alternative hypothesis, as you mentioned, is that the proportion of items in population 1 is larger than the proportion of items in population 2, which is represented as H₁: P₁ > P₂.

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You have a 6-sided die and an 8-sided die. Both dice are fair. You are three times more likely to pick up the 6-sided die than the 8-sided die. You picked up one of the two dice and rolled the die. Show your work for each of the following subproblems. (a) What is the probability that you rolled a 7? (b) What is the probability that you rolled a 4? (c) What is the probability that you have picked up the 6-sided die given that you have rolled a 4? (d) Are picking up the 6-sided die and rolling a 7 independent events? Explain why or why not. (e) Suppose you picked up the 6-sided die and rolled it twice. Let X be the event that you rolled a 1 at least once and Y be the event that you rolled the same number twice. What is the probability of P (X ∪ Y )?

Answers

(a) The probability of rolling a 7 is zero for both dice since the 6-sided die has numbers from 1 to 6 and the 8-sided die has numbers from 1 to 8. b) The overall probability of rolling a 4 is 7/96.

(a) The probability of rolling a 7 is zero for both dice since the 6-sided die has numbers from 1 to 6 and the 8-sided die has numbers from 1 to 8.

(b) The probability of rolling a 4 for the 6-sided die is 1/6, and the probability of rolling a 4 for the 8-sided die is 1/8. Since you are three times more likely to pick up the 6-sided die, the overall probability of rolling a 4 is:

(3/4) * (1/6) + (1/4) * (1/8) = 1/16 + 3/192 = 7/96

(c) Let A be the event that you picked up the 6-sided die, and let B be the event that you rolled a 4. Then we want to find the probability of A given B, or P(A|B). By Bayes' theorem, we have:

P(A|B) = P(B|A) * P(A) / P(B)

P(B|A) is the probability of rolling a 4 given that you have the 6-sided die, which is 1/6. P(A) is the probability of picking up the 6-sided die, which is 3/4. To find P(B), we use the law of total probability:

P(B) = P(B|A) * P(A) + P(B|not A) * P(not A)

P(B|not A) is the probability of rolling a 4 given that you have the 8-sided die, which is 1/8. P(not A) is the probability of not picking up the 6-sided die, which is 1/4. Therefore,

P(B) = (1/6)(3/4) + (1/8)(1/4) = 11/32

Putting it all together, we get:

P(A|B) = (1/6)*(3/4)/(11/32) = 3/11

Therefore, the probability of having picked up the 6-sided die given that you rolled a 4 is 3/11.

(d) Picking up the 6-sided die and rolling a 7 are independent events because the outcome of one event does not affect the outcome of the other. However, since it is impossible to roll a 7 with either die, the probability of rolling a 7 given that you picked up either die is zero.

(e) Let's first find the probability of rolling a 1 at least once in two rolls of the 6-sided die. The probability of not rolling a 1 on a single roll is 5/6, so the probability of not rolling a 1 on either roll is (5/6)*(5/6) = 25/36. Therefore, the probability of rolling a 1 at least once is:

1 - 25/36 = 11/36

Now let's find the probability of rolling the same number twice on two rolls of the 6-sided die. There are six possible outcomes for the first roll, and for each outcome, there is a 1/6 probability of rolling the same number again on the second roll. Therefore, the probability of rolling the same number twice is:

6 * (1/6)*(1/6) = 1/6

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Each week you collect 20 cards. Your friend collects 12 cards each week. How many cards does your friend have if you have 240 cards?

Answers

If you have 240 cards and collect 20 cards per week, you have 96 cards after 8 weeks and your freind have 240 cards in 7.5 weeks.

First, we need to find the total number of cards collected per week by both you and your friend

Total cards collected per week = your cards + friend's cards

Total cards collected per week = 20 + 12

Total cards collected per week = 32

Now, we can find the number of weeks it would take for your friend to collect 240 cards

240 cards ÷ 32 cards per week = 7.5 weeks

Since we cannot have a fractional number of cards, we need to round up to the nearest whole number of weeks. Therefore, it would take your friend 8 weeks to collect 240 cards.

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Does the color of a car influence the chance that it will be stolen? The Associated Press (SanLuis Obispo Telegram-Tribune, Sept. 2, 1995) reported the following information for a random sample of 830 stolen vehicles: 140 white, 100 were blue, 270 were red, 230 were black, and 90 were other colors. We wil use the x" goodness of fit test and a significance level of a.01 to test the hypothesis that proportions stolen are identical to population color proportions. Suppose it is known that 15% of all cars are white, 15% are blue, 35% are red, 30% are black, and 5% are other colors.

Answers

Since our calculated chi-square value (53.74) is greater than the critical value (13.28), we reject the null hypothesis and conclude that the proportions of stolen cars for each color are significantly different from the population color proportions.

What is null hypothesis?

The null hypothesis is a type of hypothesis that describes the population parameter and is used to examine the validity of experimental results.

To test the hypothesis that proportions stolen are identical to population color proportions, we will use the chi-square goodness of fit test. The null hypothesis is that the proportions of stolen cars for each color are the same as the population color proportions, and the alternative hypothesis is that they are different.

The expected number of stolen cars for each color can be calculated by multiplying the total number of stolen cars by the proportion of each color in the population. For example, the expected number of stolen white cars is 830 * 0.15 = 124.5. The expected numbers for the other colors can be calculated in the same way.

The observed and expected numbers of stolen cars for each color are shown in the table below:

Color | Observed | Expected | (O-E)²/E

------|----------|----------|---------

White | 140      | 124.5    | 2.29

Blue  | 100      | 124.5    | 5.89

Red   | 270      | 290.5    | 1.83

Black | 230      | 249      | 1.22

Other | 90       | 41.5     | 42.51

To calculate the test statistic, we sum the (O-E)²/E values for each color:

chi-square = 2.29 + 5.89 + 1.83 + 1.22 + 42.51 = 53.74

The degrees of freedom for this test are (k-1) = 4, where k is the number of categories (colors) being tested. Using a chi-square distribution table or calculator with 4 degrees of freedom and a significance level of 0.01, we find the critical value to be 13.28.

Since our calculated chi-square value (53.74) is greater than the critical value (13.28), we reject the null hypothesis and conclude that the proportions of stolen cars for each color are significantly different from the population color proportions. This suggests that the color of a car may indeed influence the chance that it will be stolen.

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Nina earns $60 for 5 hours of shoveling snow.

Complete each statement if Nina keeps earning her money at this same rate.For 6.5 hours of shoveling snow, Nina will earn ?

Answers

Answer:

Nina will earn $78

Step-by-step explanation:

Given:

Nina earns $60 = 5 hours

If Nina shovels 6.5 hours = $?

Solve:

Based on the given we can make a proportion:

[tex]\mathrm{\frac{\$60}{5\;Hours} =\frac{\$x}{6.5\;Hours} }[/tex]

Using the proportion to solve;

Multiply Cross:

60 × 6.5 = 390

5 × x = 5x

Divide both sides by 5 ⇒ 390 = 5x

390/5 = 5x/5

x = 78

Hence, Nina earns $78 in 6.5 hours.

Check Answer:

60/5 = 12

Thus, Nina earns $12 in one hour.

So, 12 × 6 = 72

Since, 1 hours = $12.. Then 1/2 hours = $12/2 which is $6.

72 + 6 = 78

x = 78

RevyBreeze

The volume of this cube is 125 cubic inches. What is the value of r?
(cube with 3 r's)

Answers

The value of "r" in this cube is 5 inches.

Now that we have an understanding of volume and the formula for the volume of a cube, we can use the given information to solve for the value of "r". We are given that the volume of the cube is 125 cubic inches, so we can set up the equation as follows:

V = r³

125 = r³

To solve for "r", we need to find the cube root of 125. We can do this by using a calculator or by recognizing that 125 is a perfect cube. The cube root of 125 is 5, so we can substitute this value back into the original equation to find the value of "r".

r³ = 125

r³ = 5³

r = 5

We can check our answer by calculating the volume of the cube using the value of "r" that we found:

V = r³

V = 5³

V = 125 cubic inches

Our calculated volume matches the given volume, confirming that our solution for the value of "r" is correct.

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