Manipulation of Gaussian Random Variables. Consider a Gaussian random variable rN(, 2r), where I E R". Furthermore, we have y = A +b+. where y E RE. A E REXD, ERF, and w N(0, ) is indepen- dent Gaussian noise. "Independent" implies that and w are independent random variables and that is diagonal. n. Write down the likelihood pyar). b. The distribution p(w) - Spy)pudar is Gaussian. Compute the mean and the covariance . Derive your result in detail.

Answers

Answer 1

The mean vector of p(w) is zero, and the covariance matrix is a diagonal matrix with the variances of each element of w along the diagonal.

a. The likelihood function py(y|r) describes the probability distribution of the observed variable y given the Gaussian random variable r. Since y = A + b*r + w, we can express the likelihood as:

py(y|r) = p(y|A, b, r, w)

Given that w is an independent Gaussian noise with zero mean and covariance matrix , we can write the likelihood as:

py(y|r) = p(y|A, b, r) * p(w)

Since r is a Gaussian random variable with mean and covariance matrix 2r, we can express the conditional probability p(y|A, b, r) as a Gaussian distribution:

p(y|A, b, r) = N(A + b*r, )

Therefore, the likelihood function can be written as:

py(y|r) = N(A + b*r, ) * p(w)

b. The distribution p(w) is given as the product of the individual probability densities of the elements of w. Since w is an independent Gaussian noise, each element follows a Gaussian distribution with zero mean and variance from the diagonal covariance matrix. Therefore, we can write:

p(w) = p(w1) * p(w2) * ... * p(wn)

where p(wi) is the probability density function of the ith element of w, which is a Gaussian distribution with zero mean and variance .

To compute the mean and covariance of p(w), we can simply take the means and variances of each individual element of w. Since each element has a mean of zero, the mean vector of p(w) will also be zero.

For the covariance matrix, we can construct a diagonal matrix using the variances of each element of w. Let's denote this diagonal covariance matrix as . Then, the covariance matrix of p(w) will be:

Cov(w) = diag(, , ..., )

Each diagonal element represents the variance of the corresponding element of w.

In summary, the mean vector of p(w) is zero, and the covariance matrix is a diagonal matrix with the variances of each element of w along the diagonal.

learn more about "Probability":- https://brainly.com/question/251701

#SPJ11


Related Questions

A standard deck of playing cards contains 52 cards.One card is selected from the deck. (a) Compute the probability of randomly selecting a club or spade? (b) Compute the probability of randomly selecting a club, spade or heart? (c) Compute the probability of randomly selecting a three or spade?

Answers

(C) the probability of randomly selecting a three or spade is approximately 0.327.

(a) To compute the probability of randomly selecting a club or spade, we need to determine the number of favorable outcomes (club or spade) and the total number of possible outcomes (52 cards in the deck).There are 13 clubs and 13 spades in a standard deck, totaling 26 favorable outcomes.

The probability of randomly selecting a club or spade is:

P(club or spade) = favorable outcomes / total outcomes

= 26 / 52

= 1/2

Therefore, the probability of randomly selecting a club or spade is 1/2.

(b) To compute the probability of randomly selecting a club, spade, or heart, we need to determine the number of favorable outcomes (club, spade, or heart) and the total number of possible outcomes (52 cards in the deck).

There are 13 clubs, 13 spades, and 13 hearts in a standard deck, totaling 39 favorable outcomes.

The probability of randomly selecting a club, spade, or heart is:

P(club, spade, or heart) = favorable outcomes / total outcomes

= 39 / 52

= 3/4

Therefore, the probability of randomly selecting a club, spade, or heart is 3/4.

(c) To compute the probability of randomly selecting a three or spade, we need to determine the number of favorable outcomes (three or spade) and the total number of possible outcomes (52 cards in the deck).

There are four threes (one three in each suit) and 13 spades in a standard deck, totaling 17 favorable outcomes.

The probability of randomly selecting a three or spade is:

P(three or spade) = favorable outcomes / total outcomes

= 17 / 52

Simplifying the fraction, we have:

P(three or spade) ≈ 0.327

to know more about probability visit:

brainly.com/question/31828911

#SPJ11

given sin0=-3/5 and csc0=-5/3 and the angle is in quadrant lll, find the value of other trigonometric functions. draw a picture. pay attention to the signs

Answers

All the values of other trigonometric functions are,

cos θ = -4/5.

sec θ = -5/4.

tan θ  = 3/4.

cot θ = 4/3.

Since, We have to given that;

sin θ = -3/5 and csc θ = -5/3

We know that;

⇒ sin² θ + cos² θ = 1

Substitute the given values, we get;

⇒ (-3/5)² + cos² θ = 1

⇒ cos² θ = 1 - 9/25

⇒ cos² θ = 16/25

⇒ cos θ = -4/5

(negative because it is in Quadrant 3).

And, sec θ = 1 / cos θ

sec θ = -5/4.

And, tan θ = sin θ / cos θ

tan θ = -3/5 / - 4/5

= -3/5 × -5/4

=  3/4.

And, cot θ =  1 / tan θ

cot θ = 4/3.

Hence, All the values of other trigonometric functions are,

cos θ = -4/5.

sec θ = -5/4.

tan θ  = 3/4.

cot θ = 4/3.

Learn more about the function visit:

https://brainly.com/question/11624077

#SPJ1

a) Select a parameter of your choice: proportion, mean, or standard deviation, for which a general claim can be (or has been) made. Please try to decide on something that you are interested in knowing about. Who (what) are the two populations you want to compare?
b) Describe the problem including a general claim made about two specific populations:
c) Identify any relevant variables to the above problem: Are these variables categorical or numerical?
d) Collect either categorical or numerical data from two relevant samples. You must collect at least 30 data values from each sample. Discuss how your data has been collected and whether you were able to collect a random sample of data. If a random sampling was not possible, please explain why

Answers

Therefore, The problem is to compare the mean time spent on social media between high school and college students. The general claim is that college students spend more time on social media than high school students. The relevant variable is the amount of time spent on social media, which is numerical. Data was collected from 30 high school students and 30 college students, but a random sample was not possible due to bias in the data collection method.

I have chosen to compare the mean amount of time spent on social media per day between high school and college students. The general claim is that college students spend more time on social media than high school students. The relevant variable is the amount of time spent on social media, which is numerical. I collected data from 30 high school students and 30 college students using a survey. Unfortunately, it was not possible to collect a random sample of data because the survey was distributed through social media platforms, which may have biased the results towards students who spend more time on social media.
The problem is to compare the mean time spent on social media between high school and college students. The general claim is that college students spend more time on social media than high school students. The relevant variable is the amount of time spent on social media, which is numerical. Data was collected from 30 high school students and 30 college students, but a random sample was not possible due to bias in the data collection method.

To know more about probability visit :

https://brainly.com/question/13604758

#SPJ11

Kevin mixed 8 ounces of yellow paint for every 3 ounces of white paint, how many ounces of white paint wpuld be mixed with 24 ounces of yellow paint?

Answers

Kevin mixed 8 ounces of yellow paint for every 3 ounces of white paint, and we want to find out how many ounces of white paint would be mixed with 24 ounces of yellow paint.

We will use proportions to solve the problem. A proportion is an equation that relates two ratios. The ratios we will use in this problem are the ratio of yellow paint to white paint that Kevin uses and the ratio of yellow paint to white paint that we want to find. The ratio of yellow to white paint that Kevin uses is 8:3. The ratio of yellow to white paint that we want to find is unknown, so we will call it x:y. We can set up a proportion as follows:8:3 = 24:xTo solve for x, we will cross-multiply and simplify:8x = 72x = 9Therefore, 9 ounces of white paint should be mixed with 24 ounces of yellow paint.

To know more about Kevin mixed visit:

brainly.com/question/14413581

#SPJ11

Q5. The time of oscillation of a plumb bob differs as the square root of its length. If a plumb bob of length 50 cm oscillates once in a second, find the length of the plumb bob oscillating once in 4.2 seconds. A.424 B.653​

Answers

The length of the plumb bob that Oscillates once in 4.2 seconds is approximately 424.67 cm.

We can use the relationship between the time of oscillation and the square root of the length of the plumb bob. Let's denote the time of oscillation as T and the length of the plumb bob as L.

According to the given information, when the length of the plumb bob is 50 cm, the time of oscillation is 1 second. Let's denote this as T₁ = 1 second and L₁ = 50 cm.

We can express the relationship as follows:

T ∝ √L

To find the length of the plumb bob that oscillates once in 4.2 seconds, we need to find the value of L when T = 4.2 seconds. Let's denote this length as L₂.

Using the relationship mentioned above, we can write:

T₁ / T₂ = √(L₁ / L₂)

Substituting the known values, we have:

1 second / 4.2 seconds = √(50 cm / L₂)

Simplifying the equation, we get:

1 / 4.2 = √(50 / L₂)

Squaring both sides of the equation, we have:

1 / (4.2)² = 50 / L₂

Solving for L₂, we get:

L₂ = 50 * (4.2)²

Calculating this expression, we find:

L₂ ≈ 424.67 cm

Therefore, the length of the plumb bob that oscillates once in 4.2 seconds is approximately 424.67 cm.

To know more about Oscillates .

https://brainly.com/question/6953860

#SPJ11

WHICH DESCRIPTION BEST COMPARES THE GRAPHD OF TWO FUNCTIONS BELOW?

Answers

Answer: the y-intercept of Function B is higher on the y-axis.

Use Green's Theorem to evaluate the line integral along the path C is the triangle with vertices (0,0), (2,0), and (2, 1) and the path is a positively oriented curve. ∫C xy dx + y^5 dy

Answers

The line integral along the path C is:

∫C xy dx + y^5 dy = ∬R (∂Q/∂x - ∂P/∂y) dA = ∬R (1 - x) dA = 5/3

We can use Green's Theorem to evaluate the line integral by converting it into a double integral over the region enclosed by the curve. Green's Theorem states that for a vector field F(x,y) = P(x,y)i + Q(x,y)j and a positively oriented, piecewise smooth curve C that encloses a region R, we have:

∫C P(x,y) dx + Q(x,y) dy = ∬R (∂Q/∂x - ∂P/∂y) dA

In this case, we have:

P(x,y) = xy

Q(x,y) = y^5

∂Q/∂x = 0

∂P/∂y = x

So, we need to compute the double integral of x over the region R enclosed by the triangle C. This can be split into two integrals over two triangles:

∬R x dA = ∫0^1 ∫0^(2-2y) x dx dy + ∫1^2 ∫0^(2-y) x dx dy

Evaluating the integrals, we get:

∬R x dA = ∫0^1 y(2-2y)^2/2 dy + ∫1^2 y(2-y)^2/2 dy

= 5/3

To learn more about Integral :

https://brainly.com/question/22008756

#SPJ11

Which functions are not linear? select all that apply.
a. y = x/5
b. y = 5-x2
c. -3x +2y =4
d. y =3x2 + 1
e. y= -5x -2
f. y = x3

Answers

The functions that are not linear among the given options are b. y = 5-x^2, d. y = 3x^2 + 1, and f. y = x^3.

A linear function is a function where the variables have an exponent of 1 and do not include terms involving exponents greater than 1. Let's examine each given function:

a. y = x/5: This function is linear because the variable x has an exponent of 1.

b. y = 5-x^2: This function is not linear because the variable x has an exponent of 2, indicating a quadratic term.

c. -3x + 2y = 4: This equation represents a linear equation in standard form, and it can be rewritten as y = (3/2)x + 2/3. Thus, it is a linear function.

d. y = 3x^2 + 1: This function is not linear because the variable x has an exponent of 2, indicating a quadratic term.

e. y = -5x - 2: This function is linear because the variables x and y have exponents of 1.

f. y = x^3: This function is not linear because the variable x has an exponent of 3, indicating a cubic term.

In conclusion, the functions that are not linear among the given options are b. y = 5-x^2, d. y = 3x^2 + 1, and f. y = x^3.

Learn more about functions here:

https://brainly.com/question/31062578

#SPJ11

Which are correct representations of the inequality –3(2x – 5) < 5(2 – x)? Select two options. x < 5 –6x – 5 < 10 – x –6x + 15 < 10 – 5x A number line from negative 3 to 3 in increments of 1. An open circle is at 5 and a bold line starts at 5 and is pointing to the right. A number line from negative 3 to 3 in increments of 1. An open circle is at negative 5 and a bold line starts at negative 5 and is pointing to the left.

Answers

The correct representations of the inequality –3(2x – 5) < 5(2 – x) are:

-6x - 5 < 10 - x-6x + 15 < 10 - 5x

How to explain the inequality

Option 1 can be obtained by distributing the -3 on the left-hand side and the 5 on the right-hand side, which gives:

-6x - 5 < 10 - x

Option 2 can be obtained by simplifying the expression on the left-hand side first and then by subtracting 5x from both sides, which gives:

-6x + 15 < 10 - 5x

The number line representations are not correct for this inequality, as they show the solutions to x > 5 and x < -5 respectively.

Learn more about inequalities on

https://brainly.com/question/24372553

#SPJ1

Maximize p=6x+4y subject to x+3y≥6−x+y≤42x+y≤8x≥0,y≥0p=​

Answers

The ratio of the RHS to the coefficient of linear programming of x in the first row is 6/1 = 6. In the second row, the ratio is 4/-1 = -4, which is not valid. In the third row, the ratio is 8/2 = 4.

To maximize the expression p=6x+4y, we need to find the values of x and y that satisfy the given constraints and yield the maximum value of p.

We can start by graphing the system of inequalities:

x + 3y ≥ 6

-x + y ≤ 4

2x + y ≤ 8

x ≥ 0

y ≥ 0

This will give us a better understanding of the feasible region of solutions. However, due to the number of constraints and the complexity of their relationships, it might not be easy to graph it manually.

Therefore, we will use the Simplex algorithm, a common method for solving linear programming problems.

First, we will convert the inequalities into equations:

x + 3y + s1 = 6

-x + y + s2 = 4

2x + y + s3 = 8

Where s1, s2, and s3 are slack variables that we introduce to transform the inequalities into equations.

We can rewrite the problem as a maximization problem in standard form:

Maximize p = 6x + 4y + 0s1 + 0s2 + 0s3

Subject to:

x + 3y + s1 = 6

-x + y + s2 = 4

2x + y + s3 = 8

x, y, s1, s2, s3 ≥ 0

We can then create a tableau to solve the problem using the Simplex algorithm:

Copy code

x     y     s1     s2     s3    RHS

1 1 3 1 0 0 6

2 -1 1 0 1 0 4

3 2 1 0 0 1 8

Zj-Cj

0 0 0 0 0 0

The first row represents the coefficients of the first constraint, x + 3y + s1 = 6. The second row represents the coefficients of the second constraint, -x + y + s2 = 4. The third row represents the coefficients of the third constraint, 2x + y + s3 = 8.

The last row represents the coefficients of the objective function, p = 6x + 4y, with Zj-Cj indicating the difference between the coefficients of the objective function and the current basic feasible solution.

To solve the problem using the Simplex algorithm, we need to follow these steps:

Choose the most negative Zj-Cj coefficient.

Select the corresponding column as the entering variable.

Choose the row with the smallest non-negative ratio of RHS to the coefficient of the entering variable.

Select the corresponding row as the leaving variable.

Use row operations to update the tableau.

Repeat until all Zj-Cj coefficients are non-negative.

Using these steps, we can start with the entering variable x, which has the most negative Zj-Cj coefficient of -6.

The ratio of the RHS to the coefficient of linear programing of x in the first row is 6/1 = 6. In the second row, the ratio is 4/-1 = -4, which is not valid. In the third row, the ratio is 8/2 = 4.

For such more questions on linear programing

https://brainly.com/question/14309521

#SPJ11

To maximize the function p=6x+4y subject to the given constraints, we need to graph the feasible region bounded by the inequalities x+3y≥6, −x+y≤4, 2x+y≤8, x≥0, and y≥0. The corner points of this region are (0,2), (2,2), and (4,0).

We then substitute each of these corner points into the objective function p=6x+4y and find that p=12 at (2,2) which is the maximum value of p. Therefore, the maximum value of p is 12 and it occurs at the point (2,2).
To maximize p=6x+4y, subject to the given constraints, follow these steps:

1. Identify the constraints: x+3y≥6, -x+y≤4, 2x+y≤8, x≥0, y≥0.
2. Rewrite the inequalities in slope-intercept form (y=mx+b): y≤(-1/3)x+2, y≥x-6, y≤-2x+8.
3. Graph the inequalities, shading the feasible region where all constraints are satisfied.
4. Identify the vertices of the feasible region: (0,2), (2,2), (3,2).
5. Evaluate p=6x+4y at each vertex: p(0,2)=8, p(2,2)=16, p(3,2)=22.
6. The maximum value of p is 22, which occurs at the point (3,2).

Learn more about  p=6x+4y here: brainly.com/question/31962554

#SPJ11

4 span R2 but do not form a basis. Find two different The vectors v- 20 4 13 68 as a linear combination of v1, V2, V Ways to expresS Write as a linear combination of v1, V2, V3 when the coefficient of va is 0 68 68 Write as a linear combination of v1, V2, V3 when the coefficient of va is 1. 68

Answers

First, let's define some terms.

- Vectors are quantities that have both magnitude and direction. In this case, we're working with vectors in R2, which means they have two components (x and y).
- A linear combination is a way of combining vectors using multiplication and addition. For example, if we have two vectors v1 = [1, 2] and v2 = [3, 4], then a linear combination of these vectors could be 2v1 + 3v2 = 2[1, 2] + 3[3, 4] = [8, 14].
- Coefficients are the numbers we multiply the vectors by in a linear combination.

Now, let's move on to your question.

You have four vectors in R2, but they do not form a basis. This means that they are linearly dependent, which implies that at least one of the vectors can be expressed as a linear combination of the others.

You are given one vector v = [-20, 4, 13, 68], and you are asked to find two different ways to express it as a linear combination of the other vectors v1, v2, v3.

To do this, we can use a method called Gaussian elimination. We can write the vectors as rows in a matrix, and then use row operations to simplify the matrix and find the coefficients we need.

Here's the matrix we get:

| v1 | v2 | v3 | v |
|----|----|----|---|
|    |    |    |   |
|    |    |    |   |
|    |    |    |   |
|    |    |    |   |

We can start by subtracting multiples of v1 from the other vectors to get zeros in the first column:

| v1 | v2 | v3 | v |
|----|----|----|---|
| 1  | 0  | -2 |  1|
| 0  | 1  |  3 | -4|
| 0  | 0  |  0 |  0|
| 0  | 0  |  0 |  0|

Now we can see that v3 is a linear combination of v1 and v2:

v3 = -2v1 + 3v2

We can use this to express v in terms of v1, v2, and v3:

v = -v1 - 4v2 + 68/13 v3

This is one way to express v as a linear combination of v1, v2, v3.

To find another way, we can swap the positions of v2 and v3 in the matrix and repeat the process.

| v1 | v3 | v2 | v |
|----|----|----|---|
| 1  | -2 | 0  |  1|
| 0  |  0 | 1  |  3|
| 0  |  0 | 0  |  0|
| 0  |  0 | 0  |  0|

Now we can see that v2 is a linear combination of v1 and v3:

v2 = 2v1 - 3v3

We can use this to express v in terms of v1, v2, and v3:

v = -v1 + 68/13 v2 + 4/13 v3

This is another way to express v as a linear combination of v1, v2, v3.

Finally, you are asked to express v as a linear combination of v1, v2, v3 when the coefficient of v1 is 0 and the coefficient of v3 is 1.

To do this, we can set up the following system of equations:

- a v1 + b v2 + c v3 = v
- a = 0
- c = 1

Substituting a = 0 and c = 1, we get:

b v2 + v3 = v

We already know that v3 = -2v1 + 3v2, so we can substitute that in:

b v2 - 2v1 + 3v2 = [-20, 4, 13, 68]

Simplifying, we get:

-2v1 + (b+3)v2 = [-20, 4, 13-68b, 68]

Now we can use Gaussian elimination to solve for b:

| v1 | v2 | v3 | v |
|----|----|----|---|
| -2 | b+3|  0 | -20|
|  0 |  0 |  1 |  3|
|  0 |  0 |  0 |  0|
|  0 |  0 |  0 |  0|

From the first row, we can see that b = -1.

Substituting that back into our equation, we get:

v = 2v1 - v2 + 68/13 v3

This is the desired expression of v as a linear combination of v1, v2, v3 with the coefficient of v1 being 0.

To Know more about linear combination refer here

https://brainly.com/question/30888143#

#SPJ11

Mount Rainier, in the state of Washington, is
one of the snowiest places on Earth. During
one winter snowstorm, a meteorologist
predicted 15 feet of snow at Mount Rainier.
Another meteorologist predicted 156 inches
of snow. Which snow prediction is greater?
By how much?

Answers

Answer:

156 and is greater by 141

Step-by-step explanation:

156>15

156-15=141

Step-by-step explanation:

To compare the two predictions, we need to convert the units of measurement to the same unit. We can do this by converting 15 feet to inches.

1 foot = 12 inches

Therefore, 15 feet = 15 x 12 = 180 inches.

So, the first meteorologist predicted 180 inches of snow.

Now, we can compare the two predictions:

- First meteorologist: 180 inches

- Second meteorologist: 156 inches

The first meteorologist's prediction is greater by:

180 - 156 = 24 inches

Therefore, the first meteorologist's prediction of 15 feet of snow at Mount Rainier is greater than the second meteorologist's prediction of 156 inches of snow by 24 inches.

A Taylor polynomial (and later, a Taylor series) centered at x = 0 is often called a Maclaurain polynomial (or series). Find the Maclaurin polynomials of orders n = 0, 1, 2, 3, and 4, and then find the nth Maclaurin polynomials for the function in sigma notation. Enter the Maclaurin polynomials below for 1/1+x po(x) = P1(x) =p2(x) = p3(x) =p4(x) = Ρη(x) = Σ n=0

Answers

The nth Maclaurin polynomial for the function can be expressed in sigma notation as:

Ρη(x) = Σn=0 [(−1)^n x^n]/n!

We have the function f(x) = 1/(1+x).

The Maclaurin polynomials of orders n = 0, 1, 2, 3, and 4 are:

n = 0: p0(x) = f(0) = 1

n = 1: p1(x) = f(0) + f'(0)x = 1 - x

n = 2: p2(x) = f(0) + f'(0)x + (1/2!)f''(0)x^2 = 1 - x + x^2

n = 3: p3(x) = f(0) + f'(0)x + (1/2!)f''(0)x^2 + (1/3!)f'''(0)x^3 = 1 - x + x^2 - x^3

n = 4: p4(x) = f(0) + f'(0)x + (1/2!)f''(0)x^2 + (1/3!)f'''(0)x^3 + (1/4!)f''''(0)x^4 = 1 - x + x^2 - x^3 + x^4/4

The nth Maclaurin polynomial for the function can be expressed in sigma notation as:

Ρη(x) = Σn=0 [(−1)^n x^n]/n!

where n! denotes the factorial of n.

To know more about Maclaurin polynomial refer here:

https://brainly.com/question/29500966

#SPJ11

Suppose that the time until the next telemarketer calls my home is distributed as
an exponential random variable. If the chance of my getting such a call during the next hour is .5, what is the chance that I’ll get such a call during the next two hours?

Answers

The probability that I'll get a telemarketing call during the next two hours is 0.5e^(-2) ≈ 0.0677, or about 6.77%.

Let X be the time until the next telemarketer call. Then X has an exponential distribution with parameter λ. Let A be the event that I get a telemarketing call in the next hour, and B be the event that I get a telemarketing call in the next two hours. We want to find P(B | A).

We know that P(A) = 0.5, so λ = -ln(0.5) = ln(2). Then the probability density function of X is f(x) = λe^(-λx) = 2e^(-2x) for x > 0.

Using the definition of conditional probability, we have:

P(B | A) = P(A ∩ B) / P(A)

We can compute P(A ∩ B) as follows:

P(A ∩ B) = P(B | A) * P(A)

P(B | A) is the probability that I get a telemarketing call in the second hour, given that I already got a call in the first hour. This is the same as the probability that X > 1, given that X > 0. Using the memoryless property of the exponential distribution, we have:

P(X > 1 | X > 0) = P(X > 1)

So P(B | A) = P(X > 1) = ∫1∞ 2e^(-2x) dx = e^(-2).

Therefore, we have:

P(B | A) = P(A ∩ B) / P(A)

e^(-2) = P(A ∩ B) / 0.5

Solving for P(A ∩ B), we get:

P(A ∩ B) = e^(-2) * 0.5 = 0.5e^(-2)

So the probability that I'll get a telemarketing call during the next two hours is 0.5e^(-2) ≈ 0.0677, or about 6.77%.

To know more about probability refer here

https://brainly.com/question/30034780#

#SPJ11

find the least-squares solution x of the system [\begin{array}{ccc}2&-1\\-2&1\\5&3\end{array}\right] x= [ 12 -4 9].
. (b) determine the orthogonal projection p=Ax . . calculate the residual r(x)=b-Ax

Answers

a.The least-squares solution x is x = [52/39, -5/6, 1]

b. The orthogonal projection p is [13/39, -5/3, 8]. The residual r(x) is [32/3, 9, 1].

a. To find the least-squares solution x of the system, we need to solve the normal equations:

(A^T)Ax = (A^T)b

where A is the coefficient matrix and b is the constant vector.

Given the system:

[2 -1] [x1] [12]

[-2 1] [x2] = [-4]

[5 3] [x3] [9]

Taking the transpose of A:

A^T = [2 -2 5]

[-1 1 3]

Calculating A^T * A:

(A^T)A = [2 -2 5] [2 -1] = [39 -15]

[-1 1] [-2 1] [-15 6]

[5 3] [6 10]

Calculating (A^T) * b:

(A^T)b = [2 -2 5] [12] = [3]

[-1 1] [-4] [-5]

[5 3] [9] [39]

Now we have the equation:

[39 -15] [x1] [3]

[-15 6] [x2] = [-5]

[x3] [39]

To solve this system of equations, we can use various methods such as matrix inversion or Gaussian elimination. Let's use Gaussian elimination:

First, divide the first row by 39:

[1 -15/39] [x1] [3/39]

[0 1] [x2] = [-5/6]

[x3] [39/39]

Next, add 15/39 times the second row to the first row:

[1 0] [x1] [3/39 + 15/39*(-5/6)] = [52/39]

[0 1] [x2] = [-5/6]

[x3] [39/39]

So the least-squares solution x is:

x = [52/39, -5/6, 1]

b. To determine the orthogonal projection p = Ax, we multiply the original matrix A by the least-squares solution x:

A = [2 -1]

[-2 1]

[5 3]

p = A * x

= [2 -1] [52/39] = [26/39 - 13/39] = [13/39]

[-2 1] [-5/6] [-5/3]

[5 3] [1] [8]

Therefore, the orthogonal projection p is [13/39, -5/3, 8].

To calculate the residual r(x) = b - Ax, we subtract the orthogonal projection p from the original vector b:

r(x) = b - p

= [12 -4 9] - [13/39, -5/3, 8]

= [468/39 - 52/39, 12/3 + 15/3, 351/39 - 312/39]

= [416/39, 27/3, 39/39]

= [32/3, 9, 1]

Therefore, the residual r(x) is [32/3, 9, 1].

Visit here to learn more about Matrix:

brainly.com/question/28777961

#SPJ11

Lily is going to invest in an account paying an interest rate of 5. 6% compounded


continuously. How much would Lily need to invest, to the nearest cent, for the value


of the account to reach $78,000 in 9 years?

Answers

Lily would need to invest $43,502.56 for the value of the account to reach $78,000 in 9 years.

The formula is given by:A = P * e^(rt)
Here, A represents the final amount, P represents the initial amount, e is a mathematical constant approximately equal to 2.71828, r represents the interest rate and t represents the time period for which the interest has been applied.
According to the problem, we have
A = $78000, r = 5.6% = 0.056, and t = 9 years
Putting these values into the formula, we get:
$78000 = P * e^(0.056*9)
To get P, we will divide both sides by e^(0.056*9):
P = $78000/e^(0.056*9)P = $43502.56

Therefore, Lily would need to invest $43,502.56 for the value of the account to reach $78,000 in 9 years.

To know more about interest, click here

https://brainly.com/question/30393144

#SPJ11

If the null hypothesis was true, what is the PROBABILITY or PERCENTAGE that one would have the sample evidence that he/she has? Select an answer and submit. For keyboard navigation, use the up/down arrow keys to select an answer a a b 1-a с p-value d 1. p-value)

Answers

The probability or percentage of obtaining the sample evidence that one has if the null hypothesis was true would depend on the p-value and the level of significance used in the statistical analysis.

If the null hypothesis was true, the probability or percentage of obtaining the sample evidence that one has would depend on various factors such as the sample size, level of significance, and the type of statistical test used.
In general, the probability or percentage can be calculated using the p-value, which represents the probability of obtaining the observed sample results or more extreme results if the null hypothesis is true.
A p-value less than or equal to the level of significance (usually 0.05) indicates that the sample evidence is statistically significant and unlikely to have occurred by chance if the null hypothesis was true.

This means that there is evidence to reject the null hypothesis and accept the alternative hypothesis.
On the other hand, a p-value greater than the level of significance suggests that the sample evidence is not statistically significant and could have occurred by chance if the null hypothesis was true.

In this case, there is not enough evidence to reject the null hypothesis.

Know more about the null hypothesis here:

https://brainly.com/question/4436370

#SPJ11

simplify tan ( t ) / sec ( t ) to a single trig function with no fractions

Answers

tan(t)/sec(t) can be simplified to sin(t)/cos(t) * cos(t) which leaves us with just sin(t).


To simplify tan(t)/sec(t), we first need to know that sec(t) is the reciprocal of cos(t), so we can replace sec(t) with 1/cos(t). Next, we can use the identity tan(t) = sin(t)/cos(t) to rewrite the expression as sin(t)/ (1/cos(t)). To simplify the expression further, we can multiply the numerator and denominator by cos(t), which gives us sin(t) * cos(t) / 1. Finally, we can simplify this expression to just sin(t) by canceling out the common factor of cos(t) in the numerator and denominator.

1. Rewrite the given expression in terms of sine and cosine:
  tan(t) / sec(t) = (sin(t) / cos(t)) / (1 / cos(t))
2. Simplify the expression by multiplying the numerator and denominator by cos(t):
  (sin(t) / cos(t)) * (cos(t) / 1) = sin(t)

The simplified expression of tan(t) / sec(t) is sin(t).

To know more about numerator, visit;

https://brainly.com/question/20712359

#SPJ11

Concrete cement is being installed around a rectangular swimming pool that measures 10m by 5m. The cement will have a uniform width 4m all around the pool.

(a) Calculate the area surrounding the swimming pool.

(b) Cement costs $50 per m2 for material and labour. Determine the cost to install the cement.

Answers

The area surrounding the swimming pool is 184 square meters.The cost to install the cement is $9,200.Area of a rectangle

(a) To calculate the area surrounding the swimming pool, we need to consider the width of the cement around all sides of the pool. Since the cement has a uniform width of 4m on all sides, we need to add 4m to the length and width of the pool.

The length of the pool with the surrounding cement is 10m + 2(4m) = 10m + 8m = 18m.

The width of the pool with the surrounding cement is 5m + 2(4m) = 5m + 8m = 13m.

The area surrounding the swimming pool is the difference between the area of the larger rectangle (with the cement) and the area of the pool itself.

Area surrounding pool = Area of larger rectangle - Area of pool

= (18m) x (13m) - (10m) x (5m)

= 234m² - 50m²

= 184m².

(b) The cost to install the cement is determined by multiplying the area surrounding the pool by the cost per square meter, which is $50.

Cost to install cement = Area surrounding pool × Cost per square meter

= 184m² × $50/m²

= $9,200.

More on area of rectangles can be found here: https://brainly.com/question/8663941

#SPJ1

The rate of change of Q with respect to t is inversely proportional to the square of Q. When t=0, Q = 10 and when t= 1, Q = 2. Find the solution to this differential equation.

Answers

The differential equation solution using the values of k and C:
-1/Q = (-3/10)t - 1/10.

To find the solution to the differential equation where the rate of change of Q with respect to t is inversely proportional to the square of Q, given that when t=0, Q=10, and when t=1, Q=2, follow these steps:

Write the given information as a differential equation.
Since the rate of change of Q with respect to t is inversely proportional to the square of Q, we can write this as:
dQ/dt = k/Q^2, where k is a constant of proportionality.

Separate variables.
To solve this equation, we need to separate the variables Q and t. Divide both sides by Q^2 and multiply by dt:
(dQ/Q^2) = k dt

Integrate both sides.
Now, integrate both sides of the equation with respect to their respective variables:
∫(dQ/Q^2) = ∫(k dt)

This results in:
-1/Q = kt + C, where C is the constant of integration.

Step 4: Determine the constants k and C using initial conditions.
First, when t=0, Q=10:
-1/10 = k(0) + C
So, C = -1/10.

Next, when t=1, Q=2:
-1/2 = k(1) - 1/10
Solving for k, we get:
k = -1/2 + 1/10 = -3/10.

Step 5: Write the solution of the differential equation.
Now, we can write the solution using the values of k and C:
-1/Q = (-3/10)t - 1/10.

This is the solution to the given differential equation with the specified initial conditions.

Learn more about differential equation

brainly.com/question/31583235

#SPJ11

use integration by parts to evaluate the integral: ∫ 9 x cos ( x ) d x

Answers

The integral ∫9x cos(x) dx equals 9x sin(x) + 9 cos(x) + C.

To evaluate the integral ∫9x cos(x) dx using integration by parts, we need to follow these steps:


Step 1: Identify u and dv
Let u = 9x and dv = cos(x) dx.

Step 2: Compute du and v
Find du by differentiating u with respect to x: du = 9 dx.
Find v by integrating dv with respect to x: v = ∫cos(x) dx = sin(x).

Step 3: Apply integration by parts formula
The integration by parts formula is: ∫u dv = uv - ∫v du.

Step 4: Substitute u, dv, du, and v in the formula
∫(9x cos(x) dx) = (9x)(sin(x)) - ∫(sin(x))(9 dx).

Step 5: Evaluate the remaining integral
∫9 sin(x) dx = -9 cos(x) + C (C represents the constant of integration).

Step 6: Plug back in the values
(9x)(sin(x)) - (-9 cos(x) + C) = 9x sin(x) + 9 cos(x) + C.

So, the integral ∫9x cos(x) dx equals 9x sin(x) + 9 cos(x) + C.

Know more about integral here:

https://brainly.com/question/30094386

#SPJ11

If 6 chickens lay 18 eggs, find the unit rate in eggs per chicken.

Answers

The unit rate in eggs per chicken is 3. To find the unit rate, we divide the total number of eggs by the total number of chickens.

Given that 6 chickens lay 18 eggs, we can use this information to calculate the unit rate. We divide the total number of eggs (18) by the total number of chickens (6).

To find the unit rate in eggs per chicken, divide the total number of eggs by the total number of chickens. So, the unit rate in eggs per chicken is: 18/6 = 3.

To determine the rate of eggs per chicken, you can calculate it by dividing the total number of eggs by the total number of chickens. In this case, the unit rate for eggs per chicken is obtained by dividing 18 eggs by 6 chickens, resulting in a value of 3.

Therefore, the unit rate in eggs per chicken is 3.

Conclusion: The unit rate in eggs per chicken is 3, as calculated by dividing the total number of eggs (18) by the total number of chickens (6). This represents the average number of eggs laid per chicken.

To know more about the unit rate, Visit :

https://brainly.com/question/30604581

#SPJ11

use a double integral to find the area of the region bounded by the curve r=2cos(θ)

Answers

To find the area of the region bounded by the curve r = 2cos(θ), we use a double integral in polar coordinates. The bounds of integration are determined by the range of θ and the corresponding values of r.

The area of the region bounded by the curve r = 2cos(θ) can be found using a double integral. The double integral represents the accumulated area over the region. In polar coordinates, the area element is given by dA = r dr dθ. To find the bounds of integration, we need to determine the range of θ and the corresponding values of r. For the curve r = 2cos(θ), we know that θ ranges from 0 to 2π. To find the range of r, we set the equation equal to zero and solve for r, which gives us r = 2cos(θ) = 0. The curve intersects the origin at θ = π/2 and 3π/2. Therefore, the bounds of integration for r are 0 and 2cos(θ). The double integral becomes ∬ r dr dθ, where r ranges from 0 to 2cos(θ) and θ ranges from 0 to 2π. To calculate the area using the double integral, we integrate with respect to r first and then with respect to θ. The inner integral is ∫[0 to 2π] r dr, which gives us the area of a circle with radius 2cos(θ). This integral simplifies to ∫[0 to 2π] (1/2) r^2 dθ. Integrating this expression with respect to θ from 0 to 2π gives us the final answer for the area of the region bounded by the curve r = 2cos(θ). Evaluating the double integral, we find that the area is equal to π square units. Therefore, the region bounded by the curve r = 2cos(θ) has an area of π square units. In summary, to find the area of the region bounded by the curve r = 2cos(θ), we use a double integral in polar coordinates. The bounds of integration are determined by the range of θ and the corresponding values of r. After setting up the double integral, we integrate first with respect to r and then with respect to θ. Evaluating the integral, we find that the area of the region is equal to π square units.

learn more about polar coordinates here: brainly.com/question/8190956

#SPJ11

Most trigonometric equations have unique solutions.true or false

Answers

True, Most trigonometric equations have unique solutions.


   Most trigonometric equations have unique solutions . Trigonometric equations often have multiple solutions due to the periodic nature of trigonometric functions such as sine, cosine, and tangent. When solving trigonometric equations, you need to consider all possible solutions within the given interval, typically by applying general solutions or analyzing the periodicity of the function involved.

                                    However, there are some cases where there may be multiple solutions or no solution at all. It is important to consider the domain and range of the trigonometric functions when solving these equations in detail.     Most trigonometric equations have unique solutions . Trigonometric equations often have multiple solutions due to the periodic nature of trigonometric functions such as sine, cosine, and tangent.

Learn more about trigonometric equation

brainly.com/question/30710281

#SPJ11

Haseen bought 4 2/5 pounds of radish for $13. 20 at that rate how much for 1 pound of radish cost

Answers

The cost of 1 pound of radish is $1.65. Hence, the answer is $1.65.

Given that Haseen bought 4 2/5 pounds of radish for $13.20.

We need to find the cost of 1 pound of radish at that rate.

Let's do it step by step.

Solution:

We have, Haseen bought 4 2/5 pounds of radish for $13.20.

Then the cost of 1 pound of radish= Total cost / Total amount bought

= $13.2/ 4 2/5 pounds

$1 = 100 cents

Then $13.20 = 13.20 x 100 cents

= 1320 cents

= (33 x 40 cents)

Therefore,

$13.20 = $1.65 x 8

Now, $1.65 represents the cost of 1 pound of radish as shown above.

So, the cost of 1 pound of radish is $1.65.

Hence, the answer is $1.65.

To know more about amount visit:

https://brainly.com/question/32453941

#SPJ11

A landscaper earns $30 for each lawn her company mows, but she pays $210 per day in salary to her employees. If her company made more than $150 profit from mowing lawns in a 7-day week, what are the possible numbers of lawns the company could have mowed? Select two options. 12 37 54 61 80.

Answers

The possible numbers of lawns the company could have mowed are 12 and 80.

A landscaper earns $30 for each lawn her company mows, but she pays $210 per day in salary to her employees. If her company made more than $150 profit from mowing lawns in a 7-day week, we can use the inequality equation below to solve for the possible numbers of lawns the company could have mowed:7(30x) - 210(7) > 150where x is the number of lawns the company mowed. The left side of the inequality represents the total income the company earned from mowing lawns, while the right side represents the total cost, which is the weekly salary plus the $150 profit we want to exceed. Simplifying the inequality, we get:210x > 5402100 > x. Since the number of lawns has to be a whole number, the possible numbers of lawns the company could have mowed are 12 and 80.

Know more about inequality  here:

https://brainly.com/question/30231017

#SPJ11

would like some help on this question please, anyone??

Answers

Answer:

I never had this question but trying to help according to formula

let b=12

let h=3

According to given formula,

a=bh÷2

a=(12×3)÷2

a=36÷2

a=28in2

A zip-code is any 5-digit number, where each digit is an integer 0 through 9. For example, 92122 and 00877 are both zip-codes. How many zip-codes have at least one occurrence of the digit 0 and at least one digit greater than or equal to 5 ? e.g. 90210, 42069,83560, 09745 (You may use a calculator. Give the exact number. No justification necessary.)

Answers

The number of zip codes that have at least one occurrence of the digit 0 and at least one digit greater than or equal to 5 is X.

The number of zip codes that satisfy the given conditions, we can analyze each digit's possibilities.

For a zip code to have at least one occurrence of the digit 0, there are no restrictions. Each of the five digits can independently take any value from 0 to 9, resulting in 10 possibilities for each digit.

For a zip code to have at least one digit greater than or equal to 5, we need to consider the complementary case where all digits are less than 5 and subtract it from the total number of possibilities.

In this complementary case, each digit can only take values from 0 to 4, resulting in five possibilities for each digit.

Therefore, the total number of zip codes that have at least one occurrence of the digit 0 and at least one digit greater than or equal to 5 is:

Total number of possibilities - Number of zip codes with all digits less than 5

= 10^5 - 5^5

= 100,000 - 3,125

= 96,875

Therefore, there are 96,875 zip codes that satisfy the given conditions.

To know more about Zip codes , refer here :

https://brainly.com/question/14491280#

#SPJ11

For the state of plane stress shown, determine the maximum shearing stress when (a) σx = 20 ksi and σy = 10 ksi, (b) σx = 12 ksi and σy = 5 ksi. (Hint : Consider both in-plane and out-of-plane shearing stresses.)

Answers

The maximum shearing stress for case (a) is approximately 9.10 ksi, and for case (b) it is approximately 6.13 ksi.

For the given state of plane stress, the maximum shearing stress can be determined using the formula:
τmax = (σx - σy) / 2 + sqrt[((σx - σy) / 2)^2 + τxy^2]
where σx and σy are the normal stresses in the x and y directions respectively, and τxy is the shearing stress.
(a) When σx = 20 ksi and σy = 10 ksi, the in-plane shearing stress (τxy) is given as:
τxy = 0.4 * (σx - σy) = 0.4 * (20 - 10) = 4 ksi


The out-of-plane shearing stress is assumed to be zero, since there is no information given about it. Therefore, the maximum shearing stress is:
τmax = (20 - 10) / 2 + sqrt[((20 - 10) / 2)^2 + 4^2] = 5 + sqrt(25 + 16) = 5 + sqrt(41) ≈ 9.10 ksi
(b) When σx = 12 ksi and σy = 5 ksi, the in-plane shearing stress is
τxy = 0.4 * (σx - σy) = 0.4 * (12 - 5) = 2.8 ksi


Again, assuming the out-of-plane shearing stress to be zero, the maximum shearing stress is:
τmax = (12 - 5) / 2 + sqrt[((12 - 5) / 2)^2 + 2.8^2] = 3.5 + sqrt(12.25 + 7.84) = 3.5 + sqrt(20.09) ≈ 6.13 ksi
Therefore, the maximum shearing stress for case (a) is approximately 9.10 ksi, and for case (b) it is approximately 6.13 ksi.

Learn more about maximum shearing stress:

https://brainly.com/question/30328948

#SPJ11

Roughly 20% (1 in 5) of Americans have a functional disability that inhibits their mobility. A historical district estimated that roughly 50% of it is buildings met accessibility requirements. An independent review team showed that of 100 randomly selected buildings, 46 met standards.


Create a 95% confidence interval. Do we have evidence that the districts estimation was correct?



Group of answer choices



Yes, because 20% falls on the interval



No, because 46% is not close to 20%



Yes, because 50% falls on the interval



No, because 46% is not close to 50%

Answers

The 95% confidence interval can be created by using the formula that is given below;$$\mathrm{CI}=\bar{x} \pm z_{\alpha/2}\frac{s}{\sqrt{n}}$$Here, 95% confidence interval is to be calculated.The sample proportion of buildings meeting accessibility requirements, p is equal to 0.46.The sample size, n is 100.We have, $100(1-p)=100(1-0.46)=54$.Thus, the standard error is:$$\begin{aligned}s &=\sqrt{\frac{p(1-p)}{n}} \\ &=\sqrt{\frac{0.46 \times 0.54}{100}} \\ &=0.050\end{aligned}$$The z-score that corresponds to a 95% confidence level, i.e., $\alpha = 0.05$ is:$$\begin{aligned} z_{\alpha/2} &= z_{0.025} \\ &=1.96 \end{aligned}$$Therefore, the 95% confidence interval is given as:$$\begin{aligned} \mathrm{CI} &=\bar{x} \pm z_{\alpha/2} \frac{s}{\sqrt{n}} \\ &=0.46 \pm 1.96 \frac{0.050}{\sqrt{100}} \\ &=0.46 \pm 0.01 \end{aligned}$$Hence, the 95% confidence interval is (0.45, 0.47).Now, as the district estimated that 50% of its buildings met accessibility requirements, and the confidence interval does not contain 0.50, which implies that there is evidence that the district's estimation was incorrect.Answer: No, because 46% is not close to 50%.

Other Questions
Simplify (3xy3141x?). Use ^ when identifying your exponentsMy solution is:?? Does anyone know how to write a good hypothesis (Ifthen) It is 42 1/2 miles from Eaton to Baxter, and 37 4/5 miles from Baxter to Wellington. How far is it from Eaton to Wellington, if you go by way of Baxter? Word BankRocks formed deepunderground while under extremetemperature and pressureA. SedimentaryrockB. Metamorphicrock2.Rocks formed when super-heatedmagma or lava cools and hardens6. Igneous rockB.Rocks formed by the processes ofdeposition, compaction, andcementation Evaluate the expression[tex](3-1)^{3} +7(6)-5^{2}[/tex] If mAEB = 88, find mAED introduccin del mito griego el nacimiento de Afrodita What was the purpose of the Land Ordinance of 1785? A) To outline how the Great Lakes would be divided between the United States and Britain B) To explain how the original 13 states would be divided after the war C) To outline policies for dividing the land north of the Ohio River D) To explain how new states could be formed from territories *EXTRA PTS* How much weight is needed for a 10 m high ball to achieve 400 J of potential energy? Great now I need help with another math problem!! Someone pls help me!! what is the formular for force What group tried to end segregation laws? In Oklahoma historyA Democratic Party B AbolitionistsC Negro Press Association D white voters bob has at least $5000 in savings. his savings balance is more than 3 times greater than his checking balance ILL MARK BRAINLIEST HELP ME PLEASEWhich of the following countries was not a colonial possession of France A) Laos B) Cambodia C) Afghanistan D) Vietnam OWhat is the slope of the line passing through the points (4,-2) and (-5, 4)?-3/2-2/33/22/3 how can raising the status of, or providing equality for, women and girls help to put an end to child labor? Development ends at about what age Mark is going to an awards dinner and wants to dress appropriately. He is running behind schedule and asks his little brother to randomly select an outfit for him. Mark has one blue dress shirt, one white dress shirt, one black dress shirt, one pair of black slacks, one pair of grey slacks, and one red tie. All six of his possible outfits are listed below. Let A AA be the event that Mark's little brother selects an outfit with black slacks and B BB be the event that he selects an outfit with a blue shirt. What is P ( A or B ) P(A or B)P, left parenthesis, A, start text, space, o, r, space, end text, B, right parenthesis, the probability that Mark's little brother selects an outfit with black slacks or an outfit with a blue shirt? Shirt Slacks Tie Outfit 1 11 Blue Black Red Outfit 2 22 Blue Grey Red Outfit 3 33 White Black Red Outfit 4 44 White Grey Red Outfit 5 55 Black Black Red Outfit 6 66 Black Grey Red Jon deposits $2000 into his account and pays at a rate of 4% per year. how much will he be paid in 3 years An item that was selling for $82.00 is reduced to $60.00. Find the percent decrease in price. Round your answer to the nearest tenth.