(a) Derive the mean stock price in the Cox-Ross-Rubinstein model using MGF method. (b) What is the mean and variance of a stock's price after 8 time periods with initial price S, = $100 and parameters u =1.01, d =0.99, and p=0.51?
(c) Refer to (b), approximate the probability that the stock's price will be up at least 30% after 1000 time periods.

Answers

Answer 1

(a) To derive the mean stock price in the Cox-Ross-Rubinstein model  using MGF method, we need to find the moment-generating function of ln(S_n), where S_n is the stock price at time n. By applying the MGF method, we can derive the mean stock price as S_0 * (u^k * d^(n-k)), where S_0 is the initial stock price, u is the up factor, d is the down factor, k is the number of up movements, and n is the total number of time periods.
(b) Using the Cox-Ross-Rubinstein model with given parameters, the mean stock price after 8 time periods is $100 * (1.01^4 * 0.99^4) = $100.61, and the variance is ($100^2) * ((1.01^4 * 0.99^4) - (1.01*0.99)^2) = $7.76.
(c) To approximate the probability that the stock's price will be up at least 30% after 1000 time periods, we need to use the normal distribution with mean and variance derived from part (b) and the central limit theorem. The probability can be approximated as P(Z > (ln(1.3) - ln(1.0061))/(sqrt(0.0776/1000))) where Z is the standard normal variable.


(a) In the Cox-Ross-Rubinstein model, the stock price S_n at time n is given by S_n = S_0 * u^k * d^(n-k), where S_0 is the initial stock price, u is the up factor, d is the down factor, k is the number of up movements, and n is the total number of time periods. To derive the mean stock price using the MGF method, we need to find the moment-generating function of ln(S_n). By applying the MGF method, we can derive the mean stock price as S_0 * (u^k * d^(n-k)).
(b) The mean and variance of the stock price after 8 time periods can be derived from the Cox-Ross-Rubinstein model with given parameters. The mean is obtained by multiplying the initial stock price by the probability of going up and down to the fourth power. The variance is obtained by multiplying the initial stock price squared by the difference between the fourth power of the probability of going up and down and the square of the product of the probabilities.
(c) To approximate the probability that the stock's price will be up at least 30% after 1000 time periods, we need to use the normal distribution with mean and variance derived from part (b) and the central limit theorem. We first transform the problem to a standard normal variable, then use the standard normal table or calculator to obtain the probability.

The Cox-Ross-Rubinstein model provides a useful framework for pricing options and predicting stock prices. By applying the MGF method, we can derive the mean stock price in the model. Using the mean and variance, we can approximate the probability of certain events, such as the stock's price going up by a certain percentage after a certain number of time periods. The model assumes that the stock price follows a binomial distribution, which may not always be accurate, but it provides a good approximation in many cases.

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Answer 2

The Cox-Ross-Rubinstein (CRR) model is a discrete-time model for valuing options. It assumes that the stock price can only move up or down by a certain factor at each time step. The mean stock price can be derived using the Moment Generating Function (MGF) method.

Let's consider a stock price S that can take two values, S_u and S_d, at each time step with probabilities p and q, respectively, where p + q = 1. We assume that the stock price can move up by a factor u, where u > 1, or down by a factor d, where 0 < d < 1.

The MGF of the stock price at time t is given by:

M(t) = E[e^{tS}]

To find the mean stock price, we differentiate the MGF with respect to t and evaluate it at t = 0:

M'(0) = E[S]

We can express the stock price at time t as:

S(t) = S_0 * u^k * d^(n-k)

where S_0 is the initial stock price, n is the total number of time steps, and k is the number of up-moves at time t.

The probability of k up-moves at time t is given by the binomial distribution:

P(k) = (n choose k) * p^k * q^(n-k)

Using this expression for S(t), we can write the MGF as:

M(t) = E[e^{tS}] = ∑_{k=0}^n (n choose k) * p^k * q^(n-k) * e^{tS_0 * u^k * d^(n-k)}

To evaluate the MGF at t = 0, we need to take the derivative with respect to t:

M'(t) = E[S * e^{tS}] = S_0 * ∑_{k=0}^n (n choose k) * p^k * q^(n-k) * u^k * d^(n-k) * e^{tS_0 * u^k * d^(n-k)}

Setting t = 0 and simplifying, we get:

M'(0) = E[S] = S_0 * ∑_{k=0}^n (n choose k) * p^k * q^(n-k) * u^k * d^(n-k)

The mean stock price in the CRR model is therefore given by:

E[S] = S_0 * ∑_{k=0}^n (n choose k) * p^k * q^(n-k) * u^k * d^(n-k)

This formula can be used to calculate the mean stock price at any time t in the CRR model.

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Related Questions

Evaluate the line integral, where c is the given curve. ∫c xy^4 ds, C is the right half of the circle x^2 + y^2 = 25 oriented counterclockwi

Answers

Therefore, the line integral is:

∫c xy^4 ds = 125∫[0,pi] cos(t)sin^4(t) dt = 125(48/5) = 1200

The right half of the circle x^2 + y^2 = 25 can be parameterized as c(t) = (5cos(t), 5sin(t)) for t in [0, pi], where the orientation is counterclockwise.

The line integral of xy^4 along c is given by:

∫c xy^4 ds = ∫[0,pi] xy^4 ||c'(t)|| dt

where ||c'(t)|| is the magnitude of the derivative of c with respect to t.

We have:

c'(t) = (-5sin(t), 5cos(t))

||c'(t)|| = sqrt[(-5sin(t))^2 + (5cos(t))^2] = 5sqrt(sin^2(t) + cos^2(t)) = 5

So the line integral becomes:

∫c xy^4 ds = ∫[0,pi] xy^4 ||c'(t)|| dt

= 5∫[0,pi] 25cos(t)sin^4(t) dt

= 125∫[0,pi] cos(t)sin^4(t) dt

To evaluate this integral, we can use integration by substitution. Let u = sin(t), then du/dt = cos(t) and dt = du/cos(t). So we have:

∫cos(t)sin^4(t) dt = ∫u^4 du/cos(t) = ∫u^4 sec(t) du

We can evaluate this integral as follows:

∫u^4 sec(t) du = sec(t)u^5/5 - 2/5 ∫u^2 sec(t) du

= sec(t)u^5/5 - 2/5 tan(t)u^3/3 + 4/15 ∫u^2 du

= sec(t)u^5/5 - 2/5 tan(t)u^3/3 + 2/5 u^3 + C

where C is the constant of integration.

Substituting back u = sin(t) and integrating over [0,pi], we obtain:

∫[0,pi] cos(t)sin^4(t) dt

= [sec(t)u^5/5 - 2/5 tan(t)u^3/3 + 2/5 u^3]_0^pi

= (0 - 0 + 2/5(5^3)) - (1/5 - 0 + 0)

= 48/5

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let a ∈ z. prove that 2a 1 and 4a 2 1 are relatively prime.

Answers

To prove that 2a+1 and 4a^2+1 are relatively prime, we can use the Euclidean algorithm. Let's assume that there exists a common factor d > 1 that divides both 2a+1 and 4a^2+1. Then we can write:

2a+1 = dm

4a^2+1 = dn

where m and n are integers. Rearranging the second equation, we get:

4a^2 = dn - 1

Since dn - 1 is odd, we can write it as dn - 1 = 2k + 1, where k is an integer. Substituting this into the above equation, we get:

4a^2 = 2k + 1

2a^2 = k + (1/2)

Since k is an integer, (1/2) must be an integer, which is a contradiction. Therefore, our assumption that there exists a common factor d > 1 that divides both 2a+1 and 4a^2+1 is false. Hence, 2a+1 and 4a^2+1 are relatively prime.

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1. Use a left sum with 4 rectangles to calculate the distance traveled by a vehicle with a velocity function (in mph) v(t) 520t over the first two hours. AL = 45 miles 2, Compute the left and right sums for the area between the function, f(x) = 2-0.5x2 and the r-axis over the interval [-1,2 using 3 rectangles. AL = 5 and AR = 72.

Answers

distance ≈ [v(0) + v(0.5) + v(1) + v(1.5)]Δt = 0 + 260 + 520 + 780 = 655 miles. Therefore, the distance traveled by the vehicle over the first two hours is approximately 655 miles.

For the first part, we can use a left sum with 4 rectangles to approximate the distance traveled by the vehicle over the first two hours. The velocity function is v(t) = 520t, so the distance traveled is given by the definite integral of v(t) from 0 to 2:

[tex]distance = \int\limits^2_0 \, v(t) dt[/tex]

Using a left sum with 4 rectangles, we have:

distance ≈ [v(0) + v(0.5) + v(1) + v(1.5)]Δt = 0 + 260 + 520 + 780 = 655 miles

Therefore, the distance traveled by the vehicle over the first two hours is approximately 655 miles.

For the second part, we are asked to compute the left and right sums for the area between the function f(x) = 2 - 0.5x² and the x-axis over the interval [-1, 2] using 3 rectangles. We can use the formula for the area of a rectangle to find the area of each rectangle and then add them up to find the total area.

Using 3 rectangles, we have Δx = (2 - (-1))/3 = 1. The left endpoints for the rectangles are -1, 0, and 1, and the right endpoints are 0, 1, and 2. Therefore, the left sum is:

AL = f(-1)Δx + f(0)Δx + f(1)Δx = [2 - 0.5(-1)²]1 + [2 - 0.5(0)²]1 + [2 - 0.5(1)²]1 = 5

The right sum is:

AR = f(0)Δx + f(1)Δx + f(2)Δx = [2 - 0.5(0)²]1 + [2 - 0.5(1)²]1 + [2 - 0.5(2)²]1 = 72

Therefore, the left sum is 5 and the right sum is 72 for the area between the function f(x) = 2 - 0.5x² and the x-axis over the interval [-1, 2] using 3 rectangles.

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Determine the probability P (1 or fewer) for a binomial experiment with n = 8 trials and the success probability p=0.5. Then find the mean, variance, and standard deviation. Part 1 of 3 Determine the probability P (1 or fewer). Round the answer to at least four decimal places. P (1 or fewer) - Part 2 of 3 Find the mean. If necessary, round the answer to two decimal places. The mean is . Part 3 of 3 Find the variance and standard deviation. If necessary, round the variance to two decimal places and standard deviation to at least three decimal places. The variance is The standard deviation is

Answers

P(1 or fewer) = P(X ≤ 1) =  0.0391 (rounded to four decimal places). The mean is 4 (rounded to two decimal places). The standard deviation is approximately 1.41 (rounded to three decimal places).

Part 1:

To find the probability P(1 or fewer) for a binomial experiment with n = 8 trials and success probability p = 0.5, we can use the binomial probability formula:

P(1 or fewer) = P(X ≤ 1) = P(X = 0) + P(X = 1)

where X is a binomial random variable with parameters n and p.

Using the formula for the probability of a binomial distribution, we get:

[tex]P(X = 0) = (8 choose 0) * (0.5)^0 * (0.5)^(8-0) = 0.0039P(X = 1) = (8 choose 1) * (0.5)^1 * (0.5)^(8-1) = 0.0352[/tex]

Therefore, P(1 or fewer) = P(X ≤ 1) = 0.0039 + 0.0352 = 0.0391 (rounded to four decimal places).

Part 2:

The mean of a binomial distribution is given by the formula:

μ = np

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

Substituting n = 8 and p = 0.5, we get:

μ = 8 * 0.5 = 4

Therefore, the mean is 4 (rounded to two decimal places).

Part 3:

The variance of a binomial distribution is given by the formula:

[tex]σ^2 = np(1 - p)[/tex]

Using the values of n and p, we get:

[tex]σ^2 = 8 * 0.5 * (1 - 0.5) = 2[/tex]

Therefore, the variance is 2 (rounded to two decimal places).

The standard deviation of a binomial distribution is the square root of the variance, so:

σ = sqrt(2) ≈ 1.41

Therefore, the standard deviation is approximately 1.41 (rounded to three decimal places).

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Alyssa buys a 5 pound bag of rocks for a fish tank she uses 1 1/8 pounds for a small fish bowl how much is left

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Alyssa buys a 5 pound bag of rocks for a fish tank. She uses 1 1/8 pounds for a small fish bowl. So we need to find how much is left.

5 - 1 1/8

=40/8 - 9/8

=31/8

=3 7/8 pounds of rocks left.

Therefore, 3 7/8 pounds of rocks are remaining. The answer can be verified as follows:

If we add 1 1/8 pounds of rocks used to 3 7/8 pounds of rocks remaining, then we will get 5 pounds, which is the total amount of rocks Alyssa initially purchased. This is because the addition of the quantities of the rocks used and the remaining rocks should always equal the total quantity of rocks.

Therefore, our answer is correct and can be supported by this check. Alyssa bought a 5 pound bag of rocks for a fish tank and used 1 1/8 pounds of it for a small fish bowl.

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z = 4 x2 (y − 2)2 and the planes z = 1, x = −3, x = 3, y = 0, and y = 3.

Answers

The surface will be zero at the planes x=-3, x=3, y=0, and y=3, and will increase as we move away from the minimum in either direction along the y-axis.

The given function is Z = 4x^2(y-2)^2. To graph this function, we can first consider the planes z=1, x=-3, x=3, y=0, and y=3. These planes will create a rectangular prism in the xyz-plane. Next, we can look at the behavior of the function within this rectangular prism. When y=2, the function will have a minimum at z=0. This minimum will be located at x=0. For values of y greater than 2 or less than 0, the function will increase as we move away from the minimum at (0,2,0). Therefore, the graph of the function Z = 4x^2(y-2)^2 will be a three-dimensional surface that is symmetric about the plane y=2 and has a minimum at (0,2,0). The surface will be zero at the planes x=-3, x=3, y=0, and y=3, and will increase as we move away from the minimum in either direction along the y-axis.

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Find the volume of the solid enclosed by the paraboloid z = 4 + x^2 + (y − 2)^2 and the planes z = 1, x = −3, x = 3, y = 0, and y = 3.

In 2050 B. S. , the sum of the ages of Madan Bahadur and Hari Bahadur was 40 years. If in 2065 B. S. The ratio of their ages was 3:4, find their ages in 2080 B. S. ​

Answers

Madan Bahadur would be 41.25 years old and Hari Bahadur would be 60 years old in 2080 B.S.

To solve this problem, we need to use some basic algebraic equations. Let M be the age of Madan Bahadur and H be the age of Hari Bahadur in 2050 B.S. Then we have:

M + H = 40 (Equation 1)

In 2065 B.S., their ages are M+15 and H+15, respectively. We are given that the ratio of their ages was 3:4, so we can write:

(M+15)/(H+15) = 3/4 (Equation 2)

We can simplify Equation 2 by cross-multiplying:

4(M+15) = 3(H+15)

Expanding the brackets, we get:

4M + 60 = 3H + 45

Rearranging the terms, we have:

4M - 3H = 45 - 60

4M - 3H = -15 (Equation 3)

Now we have three equations (Equations 1, 2, and 3) with three unknowns (M, H, and their ages in 2080 B.S.). We can solve for M and H first, and then use their ages in 2065 B.S. to find their ages in 2080 B.S.

From Equation 1, we can write:

H = 40 - M

Substituting this into Equation 3, we get:

4M - 3(40 - M) = -15

Expanding the brackets, we get:

7M - 120 = -15

Adding 120 to both sides, we get:

7M = 105

Dividing both sides by 7, we get:

M = 15

Substituting this value into Equation 1, we get:

H = 40 - M = 25

Therefore, Madan Bahadur was 15 years old and Hari Bahadur was 25 years old in 2050 B.S. Now we can use their ages in 2065 B.S. to find their ages in 2080 B.S.

In 2065 B.S., their ages were M+15 = 30 and H+15 = 40, respectively. We are given that the ratio of their ages was 3:4, so we can write:

30x = 3y (Equation 4)

40x = 4y (Equation 5)

where x and y are positive integers.

We can simplify Equation 4 by dividing both sides by 3:

10x = y

Substituting this into Equation 5, we get:

40x = 4(10x)

Dividing both sides by 4x, we get:

10 = 1/x

Therefore, x = 1/10. Substituting this into Equation 4, we get:

y = 10x = 1

So their ages in 2065 B.S. were 30 and 40 years, respectively.

Finally, we can use the same ratio of 3:4 to find their ages in 2080 B.S.:

Madan Bahadur's age in 2080 B.S. = 30 + 15(3/4) = 41.25 years

Hari Bahadur's age in 2080 B.S. = 40 + 15(4/3) = 60 years

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There are 3 people. The ratio of their ages is 2:3:4. In two years time their ages will be in the ratio 9:13:15. How old are they now?​

Answers

The ages of the 3 people are 2, 3, and 4 years respectively.

Let us assume that the ages of the 3 people are x, y, and z. We can form the following equations based on the given information;The ratio of their ages is 2:3:4:

Thus, x:y:z = 2:3:4 ------(1)

In two years' time, their ages will be in the ratio 9:13:15:

Thus, (x+2):(y+2):(z+2) = 9:13:15 -------(2)

From equation (1), we know that:x = 2k, y = 3k and z = 4k (where k is a constant)

Substituting these values in equation (2) and solving for k, we get;k=1

Therefore, x = 2k = 2, y = 3k = 3, and z = 4k = 4

So, the ages of the 3 people are 2, 3, and 4 years respectively.

The total age of the 3 people is 2+3+4 = 9 years.

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2: Why



are the paintings of David Olere considered primary



sources?

Answers

David Olère was a Polish-born Jewish artist who was a prisoner at Auschwitz concentration camp during World War II. He was sent to the camp as a political prisoner in 1943 and was later assigned to the Sonderkommando, a group of Jewish prisoners who were forced to help the Nazis in the gas chambers and crematoriums.

Olère began drawing and painting at Auschwitz as a way of documenting the horrors he witnessed. His works provide a firsthand account of the atrocities committed by the Nazis and serve as primary sources for historians and researchers studying the Holocaust.

Oeler's paintings are considered primary sources because they were created by someone who experienced the events firsthand. They provide an immediate, unmediated, and personal perspective on the horrors of Auschwitz, and they document details that might otherwise be overlooked.  Olère's works offer insight into the experiences of prisoners at Auschwitz and serve as a testament to the resilience of the human spirit in the face of unimaginable suffering. His paintings are a powerful reminder of the horrors of the Holocaust and the importance of bearing witness to history.

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Consider the function f(x)= x^3+2 in the closed interval 0 < a£c £2. If the value guaranteed by the Mean Value Theorem in theclosed interval is c = 1.720, then what is the value of a?

Answers

Solving for a using a numerical method, we get: a ≈ 0.886. The value of a is approximately 0.886.The Mean Value Theorem states that there exists a value c in the closed interval [a, b] such that f'(c) = (f(b) - f(a))/(b - a). In this case, f(x) = x^3 + 2 and the closed interval is 0 < a £ c £ 2, with c = 1.720.

To find the value of a, we first need to find f'(x). Taking the derivative of f(x), we get f'(x) = 3x^2.
Using the Mean Value Theorem, we have:
f'(c) = (f(2) - f(a))/(2 - a)
Substituting the values given, we get:
3c^2 = (2^3 + 2 - a^3 - 2)/(2 - a)
Simplifying the right-hand side, we get:
3c^2 = (a^3 - 6)/(2 - a)
Multiplying both sides by (2 - a), we get:
3c^2(2 - a) = a^3 - 6
Expanding the left-hand side and rearranging, we get:
6c^2 - 3ac^2 - a^3 + 6 = 0
Substituting c = 1.720, we get:
6(1.720)^2 - 3a(1.720)^2 - a^3 + 6 = 0
Solving for a using a numerical method, we get:
a ≈ 0.886
Therefore, the value of a is approximately 0.886.
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Select the procedure that can be used to show the converse of the pythagorean theorem using side lengths chosen from 5cm, 9cm, 12cm, and 15cm.


A. Knowing that 5^2 + 9^2 < 12^2, draw the 5 cm side and the 9 cm side with a right angle between them. The 12 cm side will fit to form a right triangle.


B. Knowing that 9^2 + 12^2 mot equal 15^2, draw the 5 cm side and the 9 cm side with a right angle between them. The 15 cm side will fit to form a right triangle.


C. Knowing that 9^2 + 12^2 = 15^2 , draw any two of the sides with a right angle between them. The third side will fit to form a right triangle.


D. Knowing that 9^2 + 12^2 = 15^2, draw the 9 cm side and the 12 cm side with a right angle between them. The 15 cm side will fit to form a right angle

Answers

The correct procedure to show the converse of the Pythagorean theorem using the given side lengths is:

D. Knowing that [tex]9^2 + 12^2 = 15^2,[/tex] draw the 9 cm side and the 12 cm side with a right angle between them. The 15 cm side will fit to form a right triangle.

In the converse of the Pythagorean theorem, if the sum of the squares of two sides of a triangle is equal to the square of the third side, then the triangle is a right triangle. Option D correctly states the condition and demonstrates how to draw the sides to form a right triangle.

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Which of the following statements is false? O The average value of a continuous function nuò on the interval la b is given by Joek. O The average speed of an object with velocity function i over the interval a bl is given by bia Jo 2 The net distance traveled by an object with velocity function O over the interval (a, bl is equal to the average velocity of the object on that interval multiplied by the length of the interval. The average speed of an object with velocity function id over the interval [a b is equal to the total distance traveled on that interval divided by the length of the interval. o The average value of a continuous function A on the interval la, b is given by or the net distance traveled by an object with velocity function 10 over the interval [a, bl is equal to the average velocity of the object on that interval multiplied by the length of the interval.

Answers

The false statement is "The average value of a continuous function nuò on the interval la b is given by Joek." This statement does not make sense and is not a valid mathematical formula.

The correct formula for the average value of a continuous function f(x) on the interval [a, b] is given by the integral of f(x) from a to b divided by the length of the interval (b-a), i.e. 1/(b-a) * integral(a to b) f(x) dx.

The other statements are all valid formulas in calculus. The average speed of an object with velocity function v(t) over the interval [a,b] is given by the integral of |v(t)| from a to b divided by the length of the interval (b-a), i.e. 1/(b-a) * integral(a to b) |v(t)| dt.

The net distance traveled by an object with velocity function v(t) over the interval [a,b] is given by the integral of v(t) from a to b. However, the average velocity of the object on that interval multiplied by the length of the interval does not necessarily equal the net distance traveled.

The average speed of an object with velocity function v(t) over the interval [a,b] is equal to the total distance traveled on that interval divided by the length of the interval. This formula is often used in physics problems to find the average speed of an object over a given distance.

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If the systolic pressures of two patients differ by 17 millimeters, by how much would you predict their diastolic pressures to differ?

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A 17-millimeter difference in systolic pressure can be used to predict a 7-10 millimeters Hg difference in diastolic pressure, but other factors must be taken into account.



There is no clear-cut or absolute answer to how much the diastolic pressures of two patients who have a 17-millimeter difference in systolic pressure would differ. Nevertheless, as a general rule, if the systolic pressures of two patients differ by 17 millimeters, we can predict that their diastolic pressures may differ by 7 to 10 millimeters Hg. It is important to note, however, that this is not a hard-and-fast rule, and other variables, such as age, sex, and medical history, must be considered when attempting to make such predictions.

: A 17-millimeter difference in systolic pressure can be used to predict a 7-10 millimeters Hg difference in diastolic pressure, but other factors must be taken into account.

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What is the total variance of the following portfolio including 2 assets invested in the ratio of 1:2.

Asset A:E(r) = 0. 2, σ = 0. 5

Asset B:E(r) = 0. 4, σ = 0. 7

Correlation: -0. 8

rf = 0. 1

A. 0. 14

B. 0. 12

C. 0. 10

D. 0. 8

Answers

The total variance of the portfolio is 0.12.

To calculate the total variance of a portfolio with two assets, we need to consider the individual variances of each asset, their weights in the portfolio, and the correlation between them.

The formula for the total variance of a two-asset portfolio is:

Var(P) = w1^2 * Var(A) + w2^2 * Var(B) + 2 * w1 * w2 * Cov(A, B)

Where:

Var(P) is the total variance of the portfolio,

w1 and w2 are the weights of assets A and B respectively (given as 1 and 2 in this case),

Var(A) and Var(B) are the variances of assets A and B respectively,

Cov(A, B) is the covariance between assets A and B.

Given the following information:

Asset A: E(r) = 0.2, σ = 0.5

Asset B: E(r) = 0.4, σ = 0.7

Correlation: -0.8

The variances of assets A and B are σ^2(A) = 0.5^2 = 0.25 and σ^2(B) = 0.7^2 = 0.49.

The covariance between assets A and B can be calculated using the correlation coefficient:

Cov(A, B) = ρ(A, B) * σ(A) * σ(B) = -0.8 * 0.5 * 0.7 = -0.28

Plugging the values into the formula, we have:

Var(P) = 1^2 * 0.25 + 2^2 * 0.49 + 2 * 1 * (-0.28) = 0.25 + 1.96 - 0.56 = 1.65

Therefore, the total variance of the portfolio is 1.65, which is not among the provided answer choices.

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show by direct calculation that (sin(wt) cos(wt)) = 0 when the average is over a complete period.

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The average of the function (sin(wt) cos(wt)) over a complete period is equal to zero.

We can find the average of the function (sin(wt) cos(wt)) over a complete period by integrating the function over one period and dividing by the period. Let T be the period of the function, then we have:

[tex]$\frac{1}{T} \int_0^T sin(wt) cos(wt) dt$[/tex]

Using the identity sin(2x) = 2sin(x)cos(x), we can write the integrand as:

[tex]$\frac{1}{2T} \int_0^T sin(2wt) dt$[/tex]

Since sin(2wt) has a period of T/2, the integral over one period is zero. Therefore, the average of the function over a complete period is equal to zero. Hence, (sin(wt) cos(wt)) = 0 when the average is over a complete period.

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The atmospheric pressure (in millibars) at a given altitude x, in meters, can be approximated by the following function. The function is valid for values of x between 0 and 10,000.f(x) = 1038(1.000134)­^-xa. What is the pressure at sea level?b. The McDonald Observatory in Texas is at an altitude of 2000 meters. What is the approximate atmospheric pressure there?c. As altitude increases, what happens to atmospheric pressure?

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Answer:

The relationship between altitude and atmospheric pressure is exponential, as shown by the function f(x) in this problem.

Step-by-step explanation:

a. To find the pressure at sea level, we need to evaluate f(x) at x=0:
f(0) = 1038(1.000134)^0 = 1038 millibars.

Therefore, the pressure at sea level is approximately 1038 millibars.

b. To find the atmospheric pressure at an altitude of 2000 meters, we need to evaluate f(x) at x=2000:
f(2000) = 1038(1.000134)^(-2000) ≈ 808.5 millibars.

Therefore, the approximate atmospheric pressure at the McDonald Observatory in Texas is 808.5 millibars.

c. As altitude increases, atmospheric pressure decreases. This is because the atmosphere becomes less dense at higher altitudes, so there are fewer air molecules exerting pressure.

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Determine the torque about the origin. Counterclockwise is positive.
(include units with answer)y (−4.8,4.4)m
(−2.7,−2.3)m

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The torque about the origin is 1470 N·m in the positive z-direction.

To determine the torque about the origin, we need to first find the position vector of the force with respect to the origin, and then take the cross product of the position vector and the force.

The position vector of the force is given by:

r = (-2.7, -2.3, 0) - (-4.8, 4.4, 0) = (2.1, -6.7, 0) m

The force is given by:

F = y = (0, 100, 0) N

Taking the cross product of r and F, we get:

τ = r × F = (2.1, -6.7, 0) × (0, 100, 0) = (0, 0, 1470) N·m

Therefore, the torque about the origin is 1470 N·m in the positive z-direction.

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find 3rd degree polynomial whose roots are 1 and -1 only

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A 3rd-degree polynomial whose roots are 1 and -1 only is :

P(x) = x^3 - rx^2 - x + r, where r is any real number.

To find a 3rd-degree polynomial whose roots are 1 and -1 only, we will first create a polynomial with these roots and then add a third root to satisfy the degree requirement.

Since 1 and -1 are the roots, we know that the polynomial can be expressed as:

P(x) = (x - 1)(x + 1)

Expanding this expression gives:

P(x) = x^2 - 1

Now, we need to create a 3rd-degree polynomial. To do this, we can simply multiply P(x) by another linear factor, such as (x - r), where r is any real number:

P(x) = (x^2 - 1)(x - r)

Expanding the expression:

P(x) = x^3 - rx^2 - x + r

So, a 3rd-degree polynomial whose roots are 1 and -1 only can be written as P(x) = x^3 - rx^2 - x + r, where r is any real number.

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consider the matrices of the form a = a b b −a , where a and b are arbitrary constants. for which values of a and b is a−1 = a?

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The values of a and b for which [tex]a^{-1} = a[/tex] are: b = 0 and a is arbitrary.

To find the inverse of the matrix a, we need to solve the equation:

[tex]a a^{-1} = I[/tex]

where I is the identity matrix.

Let's multiply the matrices a and a^-1:

[tex]a a^{-1}= (ab b -a)(x y z w) = (ax + bz ay -bw bx +az by -aw)[/tex]

To obtain the identity matrix I, we need:

ax + bz = 1 (1)

ay - bw = 0 (2)

bx + az = 0 (3)

by - aw = 1 (4)

From (2), we have:

y = b/w × x

Substituting this into (4), we get:

by - a(b/w × x) = 1

Solving for y, we have:

[tex]y = (aw + b^2 / w) / (a^2 + b^2)[/tex]

Substituting this into (1), we get:

[tex]ax + b(z/w) = (a^2 + b^2) / (aw + b^2 / w)[/tex]

Solving for x, we have:

[tex]x = (aw + b^2 / w) / (a^2 + b^2)[/tex]

Substituting x and y into (3), we get:

[tex]b(aw + b^2 / w) / (a^2 + b^2) - az = 0[/tex]

Solving for z, we have:

[tex]z = (ab^2 / w - a^2 w) / (a^2 + b^2)[/tex]

Therefore, the matrix a^-1 is:

[tex]a^-1 = (1/(a^2+b^2)) \times (aw + b^2/w -b(a^2+b^2)/w -a(a^2+b^2))[/tex]

To have a^-1 = a, we need:

[tex]aw + b^2/w = a^2 + b^2 (1)\\-b(a^2+b^2)/w = 0 (2)\\-a(a^2+b^2) = a^2 + b^2 (3)[/tex]

From (2), we have:

[tex]b = 0 or a^2 + b^2 = 0[/tex]

If b = 0, then from (1), we have [tex]aw = a^2,[/tex] so w = a and a is arbitrary.

If[tex]a^2 + b^2 = 0[/tex], then a = b = 0. However, in this case, the matrix a is not invertible and [tex]a^{-1 }[/tex]does not exist.

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Describe a Turing machine which decides the language {0 i ∗ 0 j = 0ij}

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To design a Turing machine to decide this language, we can use a two-tape TM.

The language {0 i ∗ 0 j = 0ij} is the language of all strings consisting of a sequence of 0's followed by a sequence of 0's, such that the total number of 0's before and after the equals sign is equal to the number of 0's between the equals sign. For example, the string "000=00" is in this language, since there are three 0's before the equals sign and two 0's after the equals sign, and the product of 3 and 2 is 6, which is the number of 0's between the equals sign.

To design a Turing machine to decide this language, we can use a two-tape TM. The first tape is used to read in the input string, and the second tape is used to store the intermediate calculations. The TM can start by moving the head of the first tape to the right until it reads a 0, and then it can copy this 0 onto the second tape. It can continue to read 0's from the first tape, copying them onto the second tape, until it reaches the equals sign.

Once the equals sign is reached, the TM can start counting the number of 0's on each side of the equals sign by marking the copied 0's on the second tape with a different symbol (e.g., X). It can then compare the two counts by scanning the second tape from left to right and from right to left simultaneously, using a different head for each direction.

If the counts are equal, the TM can mark the final 0 on the second tape with a different symbol (e.g., Y) and then move both heads to the right, checking that there are no more 0's on either side of the equals sign. If there are no more 0's, the TM can accept the input. If there are more 0's, the TM can reject the input.

If the counts are not equal, the TM can reject the input immediately. In this way, the TM will decide the language {0 i ∗ 0 j = 0ij}.

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The inverse Laplace transform of the functionF ( s ) = (7s)/[( s − 1 ) ( s + 6 ) ]is a function of the form f ( t ) = A e^t + Be^(− 6 t) .a) Find the value of the coefficient Ab) Find the value of the coefficient B

Answers

To find the coefficients A and B in the inverse Laplace transform of F(s), we need to use partial fraction decomposition and the properties of Laplace transforms. Here's how we do it:

First, we factor the denominator of F(s) as (s-1)(s+6). Then we write F(s) as a sum of two fractions with unknown coefficients A and B:

[tex]F(s) = \frac{7s}{(s-1)(s+6)} = \frac{A}{s-1} +\frac{B}{s+6}[/tex]

To find A, we multiply both sides by (s-1) and then take the inverse Laplace transform:

[tex]L^{-1} [F(s)] = L^{-1}[\frac{A}{s-1} ] +L^{-1}[\frac{B}{s+6} ][/tex]
[tex]f(t) = A e^t + B e^{-6t}[/tex]

Since we know that the inverse Laplace transform of F(s) has the form of f(t) = A e^t + B e^(-6t), we can use this expression to solve for A and B. We just need to evaluate f(t) at two different values of t and then solve the resulting system of equations.

Let's start with t=0:

[tex]f(0) = A e^0 + B e^{0}  = A + B[/tex]

Now let's take the derivative of f(t) and evaluate it at t=0:

[tex]f'(t) = A e^{t} - 6B e^{-6t}[/tex]
f'(0) = A - 6B

We can now solve the system of equations:

A + B = f(0) = 0   (since F(s) is proper, i.e., has no DC component)
A - 6B = f'(0) = 7

Solving for A and B, we get:

A = 21/7 = 3
B = -21/7 = -3

Therefore, the coefficients in the inverse Laplace transform of F(s) are:

A = 3
B = -3

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let h(x)=f(x)−g(x). if f(x)=8x2 and g(x)=3x4, what is h′(−1)?

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We have:

h(x) = f(x) - g(x) = 8x^2 - 3x^4

Taking the derivative, we get:

h'(x) = 16x - 12x^3

Thus, h'(-1) = 16 - 12(-1)^3 = 16 + 12 = 28.

Therefore, h'(-1) = 28.

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What is the percentage increase of R11,50 to R12,00

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The percentage increase of R11.50 to R12.00 is 4.35%.

The percentage increase of R11.50 to R12.00 is 4.35%.

To determine the percentage increase, you can use the following formula:

Percentage increase = (new value - old value) / old value × 100

To find the percentage increase from R11.50 to R12.00,

we can plug in the values:(12.00 - 11.50) / 11.50 × 100 = 0.50 / 11.50 × 100 = 4.35%

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find the power series for ()=243(1−4)2 in the form ∑=1[infinity].

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We can use the formula for the power series expansion of the function f(x) = (1 - x)^{-2}:

f(x) = ∑_{n=1}^∞ n x^{n-1}

Multiplying both sides by 243 and substituting x = 4, we have:

243(1 - 4)^{-2} = 243f(4) = 243 ∑_{n=1}^∞ n 4^{n-1}

Simplifying the left-hand side, we have:

243(1 - 4)^{-2} = 243(-3)^{-2} = -27/4

So we have:

-27/4 = 243 ∑_{n=1}^∞ n 4^{n-1}

Dividing both sides by 4, we get:

-27/16 = 243/4 ∑_{n=1}^∞ n (4/16)^{n-1}

Simplifying the right-hand side, we have:

-27/16 = 243/4 ∑_{n=1}^∞ n (1/4)^{n-1}

= 243/4 ∑_{n=0}^∞ (n+1) (1/4)^n

= 243/4 ∑_{n=0}^∞ n (1/4)^n + 243/4 ∑_{n=0}^∞ (1/4)^n

= 243/4 ∑_{n=1}^∞ n (1/4)^{n-1} + 243/4 ∑_{n=0}^∞ (1/4)^n

= 243 ∑_{n=1}^∞ n (1/4)^n + 81/4

Therefore, the power series for ()=243(1−4)2 is:

∑_{n=1}^∞ n (1/4)^n = 1/4 + 2/16 + 3/64 + ... = (1/4) ∑_{n=1}^∞ n (1/4)^{n-1} = (1/4) (1/(1-(1/4))^2) = 4/9

So we have:

-27/16 = 243(4/9) + 81/4

Simplifying, we get:

() = ∑_{n=1}^∞ n (4/9)^{n-1} = 81/16

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Consider random variables X, Y with probability density f(x,y) = C(x+y), x € [0, 1], y E [0, 1]. Assume this function is 0 everywhere else. Find the value of C, compute covariance Cov(X,Y) and correlation p(X,Y). Are X, Y independent?

Answers

We can find the marginal densities as follows: f_X(x) = integral from 0 to 1 of f(x,y) dy = integral from 0 to 1 of (2/3)(x + y) dy

To find the value of C, we need to use the fact that the total probability over the region must be 1. That is,

integral from 0 to 1 of (integral from 0 to 1 of C(x + y) dy) dx = 1

We can simplify this integral as follows:

integral from 0 to 1 of (integral from 0 to 1 of C(x + y) dy) dx = integral from 0 to 1 of [Cx + C/2] dx

= (C/2)x^2 + Cx evaluated from 0 to 1 = (3C/2)

Setting this equal to 1 and solving for C, we get:

C = 2/3

To compute the covariance, we need to first find the means of X and Y:

E(X) = integral from 0 to 1 of (integral from 0 to 1 of x f(x,y) dy) dx = integral from 0 to 1 of [(x/2) + (1/4)] dx = 5/8

E(Y) = integral from 0 to 1 of (integral from 0 to 1 of y f(x,y) dx) dy = integral from 0 to 1 of [(y/2) + (1/4)] dy = 5/8

Now, we can use the definition of covariance to find Cov(X,Y):

Cov(X,Y) = E(XY) - E(X)E(Y)

To find E(XY), we need to compute the following integral:

E(XY) = integral from 0 to 1 of (integral from 0 to 1 of xy f(x,y) dy) dx = integral from 0 to 1 of [(x/2 + 1/4)y^2] from 0 to 1 dx

= integral from 0 to 1 of [(x/2 + 1/4)] dx = 7/24

Therefore, Cov(X,Y) = E(XY) - E(X)E(Y) = 7/24 - (5/8)(5/8) = -1/192

To compute the correlation, we need to first find the standard deviations of X and Y:

Var(X) = E(X^2) - [E(X)]^2

E(X^2) = integral from 0 to 1 of (integral from 0 to 1 of x^2 f(x,y) dy) dx = integral from 0 to 1 of [(x/3) + (1/6)] dx = 7/18

Var(X) = 7/18 - (5/8)^2 = 31/144

Similarly, we can find Var(Y) = 31/144

Now, we can use the definition of correlation to find p(X,Y):

p(X,Y) = Cov(X,Y) / [sqrt(Var(X)) sqrt(Var(Y))]

= (-1/192) / [sqrt(31/144) sqrt(31/144)]

= -1/31

Finally, to determine if X and Y are independent, we need to check if their joint distribution can be expressed as the product of their marginal distributions. That is, we need to check if:

f(x,y) = f_X(x) f_Y(y)

where f_X(x) and f_Y(y) are the marginal probability densities of X and Y, respectively.

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find the value of 32 and (x + 3)

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Answer: 29

Step-by-step explanation:

The monthly unit sales U (in thousands) of lawn mowers are approximated by


U = 79. 50 − 41. 75 cos t/6



where t is the time (in months), with t = 1 corresponding to January. Determine the months in which unit sales exceed 100,000. (Select all that apply. )

Answers

The unit sales of lawnmowers, approximated by the equation U = 79.50 - 41.75 cos(t/6), where t represents the time in months, exceed 100,000 units in certain months.

To find the months in which unit sales exceed 100,000, we need to identify the values of t that make U greater than 100. Plugging in the equation U = 100,000, we can solve for t:

100,000 = 79.50 - 41.75 cos(t/6)

Rearranging the equation, we get:

41.75 cos(t/6) = 79.50 - 100,000

cos(t/6) = (79.50 - 100,000) / 41.75

Using the inverse cosine function, we can find the value of t/6 that satisfies the equation. However, since the cosine function is periodic, we need to consider multiple values of t that yield unit sales exceeding 100,000.

By evaluating the inverse cosine function for different values of (79.50 - 100,000) / 41.75, we can determine the corresponding values of t. These values represent the months in which unit sales exceed 100,000.

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12 points) how many bit strings of length 12 contain: (a) exactly three 1’s? (b) at most three 1’s? (c) at least three 1’s? (d) an equal number of 0’s and 1’s?

Answers

The number of bit strings that satisfy each condition is:

(a) Exactly three 1's: 220

(b) At most three 1's: 299

(c) At least three 1's: 4017

(d) An equal number of 0's and 1's: 924.

(a) To count the number of bit strings of length 12 with exactly three 1's, we need to choose 3 positions out of 12 for the 1's, and the rest of the positions must be filled with 0's.

Thus, the number of such bit strings is given by the binomial coefficient:

[tex]$${12 \choose 3} = \frac{12!}{3!9!} = 220$$[/tex]

(b) To count the number of bit strings of length 12 with at most three 1's, we can count the number of bit strings with exactly zero, one, two, or three 1's and add them up.

From part (a), we know that there are [tex]${12 \choose 3} = 220$[/tex]bit strings with exactly three 1's.

To count the bit strings with zero, one, or two 1's, we can use the same formula:

[tex]$${12 \choose 0} + {12 \choose 1} + {12 \choose 2} = 1 + 12 + 66 = 79$$[/tex]

So, the total number of bit strings with at most three 1's is [tex]$220 + 79 = 299$[/tex].

(c) To count the number of bit strings of length 12 with at least three 1's, we can count the complement: the number of bit strings with zero, one, or two 1's.

From part (b), we know that there are 79 bit strings with at most two 1's.

Thus, there are [tex]$2^{12} - 79 = 4,129$[/tex] bit strings with at least three 1's.

(d) To count the number of bit strings of length 12 with an equal number of 0's and 1's, we need to choose 6 positions out of 12 for the 1's, and the rest of the positions must be filled with 0's.

Thus, the number of such bit strings is given by the binomial coefficient:

[tex]$${12 \choose 6} = \frac{12!}{6!6!} = 924$$[/tex]

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The cost (in thousand of dollars) of the production of scooters can be represented by x^(2)-10x+27, where x is the number of scooters produced. What is the minimum number of scooters that can be produced for 6 thousand?

Answers

The minimum number of scooters that can be produced for a cost of 6 thousand dollars is 4.

How to Find the Minimum Number of the Function?

We are given that the cost of producing x number of scooters is represented by the quadratic equation x² - 10x + 27, where x is the number of scooters produced.

To find the minimum number of scooters that can be produced for a cost of 6 thousand dollars, we need to solve the equation:

x² - 10x + 27 = 6

x² - 10x + 21 = 0

To solve this quadratic equation, we can use the quadratic formula x = (-b ± √(b² - 4ac)) / 2a

where a, b, and c are the coefficients of the quadratic equation ax² + bx + c = 0. In this case, a = 1, b = -10, and c = 21.

Plugging these values into the quadratic formula, we get:

x = (-(-10) ± √((-10)² - 4(1)(21))) / 2(1)

Simplifying this expression, we get:

x = (10 ± √4) / 2

x = 5 ± 1

Therefore, the solutions of the quadratic equation are x = 6 and x = 4. To find the minimum number of scooters that can be produced for a cost of 6 thousand dollars, we choose the smaller value, which is x = 4.

Therefore, the answer is 4.

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During a week in December, a school nurse notices that 14 students

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Answer: The school nurse should tell the school administration and the parents of the students who have been infected with the virus.

The school nurse should immediately report the cases of students being infected with the virus to the school administration. She should also inform the parents of the infected students so that they could take proper care of their children and seek medical attention. The nurse should take necessary measures to prevent the spread of the virus such as isolating the infected students, cleaning the surfaces and ensuring that everyone follows proper hygiene practices such as washing hands frequently and wearing masks to prevent the spread of the virus.

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