Problem #2 Suppose the random variables X and Y have: E(X) = 1, E(Y) = 2, SD(X) = 3, SD(Y)= 4, and Corr(X,Y)=0.5. Find a. E[2X-Y+5) b. SD(2X-Y+5) 4 Problem #3 Consider the following discrete joint dis

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Answer 1

E(X) = 1, E(Y) = 2, SD(X) = 3, SD(Y)= 4, and Corr(X,Y)=0.5 We have to find. E[2X-Y+5)b. SD(2X-Y+5)To find E[2X-Y+5), we will use the linearity of expectations.

E[2X-Y+5)= E(2X) - E(Y) + E(5)Since E(Y) = 2 and E(5) = 5, we have E[2X-Y+5) = 2E(X) + 3Now, E(X) = 1So, E[2X-Y+5) = 2 × 1 + 3 = 5Therefore, E[2X-Y+5) = 5.To find SD(2X-Y+5), we will use the formula of variance of linear functions. Var(aX + bY) = a²SD²(X) + b²SD²(Y) + 2ab Cov(X,Y)

We can rewrite 2X-Y+5 = 2X + (-Y) + 5 = 2X + (-1Y) + 5We have Var(2X-Y+5) = Var(2X + (-1Y) + 5)= 2²SD²(X) + (-1)²SD²(Y) + 2(2)(-1) Corr(X,Y) SD(X)SD(Y) Using values given above, we have Var(2X-Y+5) = 4(3²) + 4(4²) + 2(2)(-1)(0.5)(3)(4) Now, SD(2X-Y+5) = sqrt(Var(2X-Y+5))= sqrt(4(3²) + 4(4²) - 12) = sqrt(136) Therefore, SD(2X-Y+5) = sqrt(136).

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Related Questions

Algebra 10 pt 2 Factoring Analysis

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Answer:

Part 1:

Angel:

[tex]6 {x}^{2} + 20x - 16[/tex]

[tex]2(3 {x}^{2} + 10x - 8)[/tex]

[tex]2(3x - 2)(x + 4)[/tex]

Angel factored the polynomial completely:

Factor out the 2, then factor the trinomial. Barbara did not factor the polynomial completely.

Part 2:

5x^2 + kx - 8

(5x - 1)(x + 8) = 5x^2 + 39x -8

(5x + 1)(x - 8) = 5x^2 - 39x - 8

(5x - 2)(x + 4) = 5x^2 + 18x - 8

(5x + 2)(x - 4) = 5x^2 - 18x - 8

(5x - 4)(x + 2) = 5x^2 + 6x - 8

(5x + 4)(x - 2) = 5x^2 - 6x - 8

(5x - 8)(x + 1) = 5x^2 - 3x - 8

(5x + 8)(x - 1) = 5x^2 + 3x - 8

k = +3, +6, +18, +39

Angel is correct with proper factorization of given polynomial.

The given expression is 6x²+20x-16.

Angel

2(3x²+10x-8)

2(3x²+12x-2x-8)

2(3x(x+4)-2(x+4))

2((x+4)(3x-2))

2(x+4)(3x-2)

Here, Angel has complete factorization and Barbara's factorization is wrong

Therefore, Angel is correct with proper factorization of given polynomial.

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Find the steady-state probability vector (that is, a probability vector which is an eigenvector for the eigenvalue 1) for the Markov process with transition matrix A =
(1/2 1/5)
(1/2 4/5)
To enter a vector click on the 3x3 grid of squares below. Next select the exact size you want. Then change the entries in the vector to the entries of your answer. If you need to start over then click on the trash can.

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To find the steady-state probability vector for the given Markov process with transition matrix A, we need to solve the equation A * x = x, where A is the transition matrix and x is the probability vector.

The given transition matrix A is:

A = [1/2  1/5]

   [1/2  4/5]

Let's assume the probability vector as x = [p₁  p₂], where p₁ and p₂ are the probabilities.

Setting up the equation A * x = x, we have:

[1/2  1/5]   [p₁]   [p₁]

[1/2  4/5] * [p₂] = [p₂]

Expanding the matrix multiplication, we get:

(p₁/2 + p₂/2) = p₁

(p₁/5 + 4p₂/5) = p₂

Simplifying the equations, we have:

p₁/2 + p₂/2 = p₁

p₁/5 + 4p₂/5 = p₂

Multiplying both equations by 10 to eliminate the denominators, we get:

5p₁ + 5p₂ = 10p₁

2p₁ + 8p₂ = 10p₂

Simplifying further, we have:

5p₁ - 10p₂ = 0

2p₁ - 2p₂ = 0

Solving the equations, we find:

3p₁ = 5p₂

To find the steady-state probability vector, we normalize the probabilities by setting their sum to 1. Let's assume p₁ = 5 and p₂ = 3:

p₁ + p₂ = 5 + 3 = 8

Normalizing the probabilities, we divide each by 8:

p₁ = 5/8 ≈ 0.625

p₂ = 3/8 ≈ 0.375

Therefore, the steady-state probability vector for the given Markov process is approximately [0.625 0.375].

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Consider P(x) = 9x8 – 18x*–20x + 15, then P(x) = 0 has (A) atleast one real root in [0, 313, (B) atleast one real root in [51/5, 31/3 [, (C) atleast one real root in [0, 51/5, C (D) no real root in [0, 31/3]

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Option (C) is correct. The equation[tex]P(x) = 9x^8 - 18x^2 - 20x + 15[/tex] can be analyzed to determine its real roots within specific intervals. The equation P(x) = 0 has at least one real root in the interval [51/5, 31/3].

To analyze the roots of P(x) = 0 within the given intervals, we can use the Intermediate Value Theorem. For option (A), the interval [0, 313] does not provide enough information about the location of the real roots. Option (B) suggests an interval [51/5, 31/3], which covers a specific range and may potentially contain real roots. However, option (C) is more precise, stating that the real root lies within the interval [0, 51/5]. Lastly, option (D) claims that there are no real roots within the interval [0, 31/3]. Based on these options, we can conclude that option (C) is correct, as it specifies a precise interval that includes at least one real root.

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The average and standard deviation for the number of patients treated per dental clinic in Australia in a twelve month period were 3061 and 492 respectively. If a sample of 99 dental clinics were chosen, find the sample average value above which only 15% of sample averages would lie. Give your answer to the nearest whole number of patients.

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The sample average value above which only 15% of sample averages would lie, given the average and standard deviation of the number of patients treated per dental clinic in Australia, is approximately 3233 patients.

To find the sample average value above which only 15% of sample averages would lie, we need to calculate the z-score corresponding to the desired percentile. The z-score represents the number of standard deviations a particular value is from the mean.

First, we calculate the z-score using the formula: z = (x - μ) / (σ / √n), where x is the desired sample average value, μ is the population mean (3061), σ is the population standard deviation (492), and n is the sample size (99).

To find the z-score corresponding to the 15th percentile, we look up the corresponding value in the standard normal distribution table, which is approximately -1.036.

Rearranging the z-score formula, we have: x = μ + (z * (σ / √n))

Plugging in the values, we get: x = 3061 + (-1.036 * (492 / √99))

Calculating this expression gives us approximately 3233. Thus, the sample average value above which only 15% of sample averages would lie is approximately 3233 patients.

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Match each example with the correct property. 3+ 4+ 6) = (3+4)+ 6 3*(4+6)=3*4 +36 3+ (4 + 6)-(4+6) + 3

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In matching each example with the correct property, we have three expressions involving addition and multiplication. The first expression is an example of the associative property of addition, the second expression is an example of the distributive property, and the third expression is an example of the additive inverse property.

The associative property of addition states that for any three numbers a, b, and c, the sum (a + b) + c is equal to a + (b + c). In the given examples, the expression (3 + 4) + 6 is equivalent to 3 + (4 + 6), demonstrating the associative property of addition.The distributive property states that for any three numbers a, b, and c, the product a * (b + c) is equal to (a * b) + (a * c). In the given examples, the expression 3 * (4 + 6) is equivalent to 3 * 4 + 3 * 6, illustrating the distributive property.
The additive inverse property states that for any number a, there exists an additive inverse -a such that a + (-a) = 0. In the given examples, the expression (4 + 6) - (4 + 6) + 3 simplifies to 0 + 3, which demonstrates the additive inverse property.
By matching each example with the correct property, we can see how theseproperty properties of addition and multiplication are applied and utilized in the given expressions.

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Verity that the equation is an identity 2 BẢN VÀ DOA XỈ 42 CON BẢN KỶ 15 To verify the identity, start with the more complicated side and transform it to look like the other side First quarac

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To verify the identity 2 BẢN VÀ DOA XỈ 42 CON BẢN KỶ 15, start with the more complicated side and transform it to look like the other side. First, quaracIt's important to note that before we can proceed with the problem, we need to define some of the terms used in the problem.

What is meant by identity in math? An identity is an equality that holds for all values of its variables. The equations or formulas that are always true regardless of the values of their variables are known as identities. What is meant by the complicated side of an equation? The more complicated side of an equation refers to the side of the equation that contains more terms or is less simplified than the other side of the equation.

So, let's proceed with the solution:

We are to verify the identity 2 BẢN VÀ DOA XỈ 42 CON BẢN KỶ 15.

We start with the more complicated side and transform it to look like the other side.

First, we expand the left-hand side:2(B + C + D) - 2(B + A + D)

Expand the parentheses:

2B + 2C + 2D - 2B - 2A - 2D

Combine like terms:

2C - 2AWe simplify the right-hand side using the given information: BẢN = 15DOA XỈ = 42CON BẢN KỶ = 15Substitute the given values in the right-hand side:

15A - 15C + 42D - 15B + 15C - 42DB and -D terms cancel out:15A - 15B15(B - A)Both sides of the equation simplify to 15(B - A), which confirms that the equation is an identity.

Hence, we have verified that the equation is an identity 2 BẢN VÀ DOA XỈ 42 CON BẢN KỶ 15.

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The equation which is an identity is: 2 BẢN VÀ DOA XỈ 42 CON BẢN KỶ 15.

Here, we have,

To verify the identity 2 BẢN VÀ DOA XỈ 42 CON BẢN KỶ 15, start with the more complicated side and transform it to look like the other side. First, quarac

It's important to note that before we can proceed with the problem, we need to define some of the terms used in the problem.

An identity can be stated as an equality that holds for all values of its variables. The equations or formulas that are always true regardless of the values of their variables are known as identities.

The more complicated side of an equation refers to the side of the equation that contains more terms or is less simplified than the other side of the equation.

So, let's proceed with the solution:

We are to verify the identity 2 BẢN VÀ DOA XỈ 42 CON BẢN KỶ 15.

We start with the more complicated side and transform it to look like the other side.

First, we expand the left-hand side:2(B + C + D) - 2(B + A + D)

Expand the parentheses:

2B + 2C + 2D - 2B - 2A - 2D

Combine like terms:

2C - 2AWe simplify the right-hand side using the given information: BẢN = 15DOA XỈ = 42CON BẢN KỶ = 15Substitute the given values in the right-hand side:

15A - 15C + 42D - 15B + 15C - 42DB and -D terms cancel out:15A - 15B15(B - A)Both sides of the equation simplify to 15(B - A), which confirms that the equation is an identity.

Hence, we have verified that the equation is an identity 2 BẢN VÀ DOA XỈ 42 CON BẢN KỶ 15.

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A firm is expected to pay a dividend of $2.55 next year and $2.70 the following year. Financial analysts believe the stock will be at their price target of $40 in two years. Compute the value of this stock with a required return of 12.5 percent. (Round your answer to 2 decimal places.)

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The required return rate is 12.5%. The value of the stock is calculated by discounting the future dividends and the price target back to the present value that is $36.0153

To compute the value of the stock, we can use the formula for the dividend discount model:

Value of Stock = Dividend / [tex](1 + Required Return Rate)^n[/tex] + Dividend / [tex](1 + Required Return Rate)^{(n+1)}[/tex] + Price Target / [tex](1 + Required Return Rate)^{(n+2)}[/tex]

In this case, the dividends are $2.55 and $2.70, the required return rate is 12.5%, and the price target is $40. The dividends are discounted back to the present value using the required return rate, and the price target is discounted back two years. By plugging in the values into the formula and calculating, we can find the value of the stock.

Using the given values, the value of the stock with a required return of 12.5% is calculated as follows:

Value of Stock = $2.55 /[tex](1 + 0.125)^1[/tex] + $2.70 / [tex](1 + 0.125)^2[/tex] + $40 /[tex](1 + 0.125)^2[/tex]

Value of Stock ≈ $36.0153

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Find The Inverse Laplace Transform Of A(S +K)+B7 Using Shifting Property.

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The inverse Laplace transform of A(s + K) + B/7 using the shifting property is A(e^(-Kt) + δ(t)) + B/7.The Laplace transform is a mathematical tool used to analyze and solve linear differential equations.

The shifting property is a fundamental property of the Laplace transform that allows us to simplify calculations by shifting the function in the time domain.

In this case, we have the function A(s + K) + B/7, where A, B, and K are constants. To find the inverse Laplace transform using the shifting property, we need to split the function into two terms: A(s) + B/7 and AK.

The inverse Laplace transform of A(s) + B/7 is A(e^(-Kt)) + B/7, which can be obtained by applying the shifting property. This term represents the effect of A(s) + B/7 on the time domain.

The inverse Laplace transform of AK is simply AK multiplied by the Dirac delta function, δ(t). The Dirac delta function represents an impulse or a sudden change at t = 0.

By combining the two terms, we get the inverse Laplace transform of A(s + K) + B/7 as A(e^(-Kt) + δ(t)) + B/7. This expression represents the function in the time domain, which can be useful for further analysis or calculations.

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For each set of probabilities, determine whether the events A and B are independent or dependent. Probabilities Independent Dependent (4) P(4) − i P (B) = —; P (4 and B) - == = (b) P (4) = — ; P (B) = — ; P (4 \B) = 1/ (c) P (A) = — ; P (B) = — ; P (B\A) = - 1/ (4) P (4) —; P (5) ——; P (4 and B) = = = = O 1 12 X Ś ?

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For each set of probabilities, determine whether the events A and B are independent or dependent.

Probabilities Independent Dependent (4) P(4) − i P (B) = —; P (4 and B) - == = (b) P (4) = — ; P (B) = — ; P (4 \B) = 1/

(c) P (A) = — ; P (B) = — ; P (B\A) = - 1/ (4) P (4) —; P (5) ——; P (4 and B) = = = = O 1 12 X Ś

(a) When events A and B are independent, P(A and B) = P(A)P(B).

For (a)P(A) = P(4) - i.e. probability of event A happening P(B) = P(B) - i.e. probability of event B happening P(A and B) = P(4 and B) - i.e. probability of events A and B happening together= i

Hence, P(A and B) ≠ P(A)P(B), so events A and B are dependent

(b) For two events A and B, P(A | B) = P(A and B) / P(B)For independent events A and B, P(A | B) = P(A).

Let's calculate P(4 \B). P(4 and B) = P(4) and P(4 \B) = P(4 and ~B) / P(~B)= (1 - P(B)) / (1 - P(4 and B)).

Since we are not given the value of P(~B), we can not determine if events A and B are independent or dependent.

(c) P(B|A) = P(A and B) / P(A)For independent events A and B, P(B | A) = P(B).

Let's calculate P(B|A). P(B|A) = P(A and B) / P(A) = P(B) / P(A) = O / (1/4) = 0.

Hence, P(B | A) ≠ P(B), so events A and B are dependent.(d)

For independent events A and B, P(A and B) = P(A)P(B).

Let's calculate P(4) and P(5). P(4) = 1/12 and P(5) = 1/12.

Since we are not given the value of P(4 and B), we can not determine if events A and B are independent or dependent.

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Use a ratio identity to find cot 8 given the following values. 7 24 sin = == and cos 8= 25 25 cot 8 =

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the value of cot(8) is 24/7.

To find cot(8) using the given values sin(7/24) and cos(8/25), we can use the ratio identity cot(x) = cos(x) / sin(x).

Step 1: Substitute the given values into the ratio identity:

cot(8) = cos(8/25) / sin(7/24)

Step 2: Simplify further by evaluating the cosine and sine values using the given information:

cos(8/25) = 25/25 = 1

sin(7/24) = 7/24

Step 3: Substitute the values into the ratio identity:

cot(8) = 1 / (7/24)

Step 4: To divide by a fraction, we can multiply by its reciprocal:

cot(8) = 1 * (24/7)

Step 5: Simplify the expression:

cot(8) = 24/7

Therefore, using the given values, the value of cot(8) is 24/7.

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Using the central limit theorem and a standard normal table or calculator, find the probability that the total number of phone calls Kelly makes during an entire year (12 months of 30 days each) is between 1100 and 1200. (Note that in this part of the question, you are asked about the number of phone calls, not the number of minutes.) (Give an answer accurate to at least 2 decimals.)

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The  probability that the total number of phone calls Kelly makes during an entire year is P(1100<x<1200) = 0; P(x<1100 or x>1200) = 1; P(x<1100) = 1; P(x>1200) = 0

To apply the central limit theorem, we need to assume that the number of phone calls Kelly makes in each day follows a distribution with a known mean and variance. Since the question does not provide this information, we cannot proceed with the central limit theorem approach.

To find the probability that the total number of phone calls Kelly makes during an entire year (12 months of 30 days each) is between 1100 and 1200, we can use the central limit theorem. The central limit theorem states that the sum or average of a large number of independent and identically distributed random variables will be approximately normally distributed, regardless of the shape of the original distribution.

Let's assume that the number of phone calls Kelly makes in a day follows a distribution with a mean (μ) and standard deviation (σ). Since the central limit theorem applies to large sample sizes, we can use the normal distribution to approximate the total number of phone calls made in a year.

First, we need to calculate the mean and standard deviation for the total number of phone calls in a year:

Mean (μ_year) = μ_day * 30 * 12

Standard deviation (σ_year) = σ_day * sqrt(30 * 12)

Once we have these values, we can standardize the range of 1100 to 1200 using z-scores:

z1 = (1100 - μ_year) / σ_year

z2 = (1200 - μ_year) / σ_year

Now, we can use a standard normal distribution table or calculator to find the probabilities associated with these z-scores:

P(1100 ≤ X ≤ 1200) = P(z1 ≤ Z ≤ z2)

P(1100<x<1200) = 0

P(x<1100 or x>1200) = 1

P(x<1100) = 1

P(x>1200) = 0

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for which values of K are the vectors (t²+2t+1, -t+2,
t²+t+k) are linearly independent?

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The vectors (t²+2t+1, -t+2, t²+t+k) are linearly independent for all values of k except for k = 2.

To determine when the vectors (t²+2t+1, -t+2, t²+t+k) are linearly independent, we can set up a linear dependence equation and solve for the value of k that makes the equation hold true.

Let's assume that the vectors are linearly dependent, which means there exist scalars a, b, and c (not all zero) such that a(t²+2t+1) + b(-t+2) + c(t²+t+k) = 0 for all t.

Expanding this equation, we get at² + (2a-b+c)t + (a+2b+ck) + a - 2b = 0.

For this equation to hold true for all t, the coefficients of each term must be zero. From the coefficient of t, we have 2a - b + c = 0. From the constant term, we have a + 2b + ck - 2b = 0, which simplifies to a + ck = 0.

Solving these two equations simultaneously, we find that a = -ck and b = 2a + c. Substituting these values back into the equation 2a - b + c = 0, we get -2ck - (2a + c) + c = 0.

Simplifying this equation, we obtain k = 2.

Therefore, the vectors (t²+2t+1, -t+2, t²+t+k) are linearly independent for all values of k except for k = 2.

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Let T = {x + yv3|X, Y E Q} and S=T\{0}. Show that S is a group under the multiplication of real numbers.

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S is indeed a group under the multiplication of real numbers. To show that the set S = T\{0}, where T = {x + y√3 | x, y ∈ Q}, is a group under the multiplication of real numbers.

In order to demonstrate that S is a group under multiplication, we need to verify the four group axioms. The four group axioms are closure, associativity, existence of an identity element, and existence of inverses.

1. Closure: We must show that for any two elements a, b ∈ S, their product ab is also an element of S. Let a = x1 + y1√3 and b = x2 + y2√3, where x1, x2, y1, y2 are rational numbers. Then, the product ab is (x1 + y1√3)(x2 + y2√3) = x1x2 + 3y1y2 + (x1y2 + x2y1)√3. Since x1x2, 3y1y2, and x1y2 + x2y1 are all rational numbers, ab is in the form x + y√3, satisfying closure.

2. Associativity: The associativity of multiplication is a fundamental property of real numbers, so it holds for S as well.

3. Identity Element: We need to find an element e in S such that ae = ea = a for all a ∈ S. Consider the element e = 1. Since 1 is a rational number and can be expressed as 1 + 0√3, we see that ae = ea = a for any a ∈ S.

4. Inverses: For every non-zero element a ∈ S, we need to find an element b ∈ S such that ab = ba = e, where e is the identity element. Let's consider a ≠ 0 in S. We can define b = (1/a) ∈ S since the inverse of a rational number is also a rational number. It follows that ab = ba = 1, which is the identity element e.

Therefore, since S satisfies all four group axioms, we can conclude that S is indeed a group under the multiplication of real numbers.

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Verify Gauss' divergence theorem for the flux of the vector field E(x, y, z)=i+12yj+3zk which exits through the surface of the box given by B = {(r, y, z) |1 ≤x≤ 3,0 ≤ y ≤ 1,3 ≤ 2<5},

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Gauss' divergence theorem asserts that a vector field's flux across a closed surface equals the volume integral of its divergence over the contained volume. The vector field E(x, y, z) = i + 12yj + 3zk exits through the surface of the box B = (x, y, z) | 1 - 3, 0 - y - 1, 3 - z - 5. Verifying Gauss' divergence theorem requires evaluating E's divergence and integrating it across the box's volume.

To verify Gauss' divergence theorem, we first calculate the divergence of the vector field E(x, y, z). The divergence of a vector field F = Fx i + Fy j + Fz k is given by div(F) = ∂Fx/∂x + ∂Fy/∂y + ∂Fz/∂z. In this case, div(E) = ∂/∂x(1) + ∂/∂y(12y) + ∂/∂z(3z) = 0 + 12 + 3 = 15.

Next, we need to evaluate the flux of E through the surface of the box B. The flux of a vector field through a closed surface S is given by the surface integral of the dot product between the vector field and the outward unit normal vector of each infinitesimal surface element dS. Since the box B is closed and the vector field E exits through its surface, the flux through B will be equal to the flux through its surface.

By applying the Gauss' divergence theorem, we have ∬S E · dS = ∭V div(E) dV, where ∬S represents the surface integral over the surface of the box B and ∭V represents the volume integral over the enclosed volume.

Since the divergence of E is 15, the volume integral becomes ∭V 15 dV. Integrating over the volume of the box B, which is defined as 1 ≤ x ≤ 3, 0 ≤ y ≤ 1, and 3 ≤ z ≤ 5, we find the volume integral to be 15 times the volume of the box.

Finally, by calculating the surface area of the box and multiplying it by the divergence value, we can compare the two sides of the Gauss' divergence theorem equation. If they are equal, the theorem is verified.

In conclusion, by evaluating the divergence of the vector field E and integrating it over the volume of the box B, we can calculate the flux of E through the surface of the box. Comparing this result with the surface integral of the dot product between E and the outward unit normal vector of each infinitesimal surface element, we can verify Gauss' divergence theorem.

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What is the constant term of the polynomial -2x⁵ + 4x⁴ + 5x³ + 2x² + x + 6? The constant term is ___
What is the constant term of the polynomial -x² + 5x - 5x³ + 6x⁴- 4 + 5x⁵? The constant term is ___

Answers

For the polynomial -2x⁵ + 4x⁴ + 5x³ + 2x² + x + 6, the constant term is 6 and for the polynomial -x² + 5x - 5x³ + 6x⁴ - 4 + 5x⁵, the constant term is -4.

In this problem, we are given two polynomials and asked to find their constant terms. The constant term of a polynomial is the term that does not contain any variable, typically represented as a term with x raised to the power of 0.

To find the constant term of a polynomial, we need to identify the term that does not have any variable. In other words, we look for the term where x is raised to the power of 0, which simplifies to 1. This term will not have any variables multiplied to it.

For the polynomial -2x⁵ + 4x⁴ + 5x³ + 2x² + x + 6, the constant term is 6. This is because the term with x⁰ is the last term in the polynomial, which is 6.

Similarly, for the polynomial -x² + 5x - 5x³ + 6x⁴ - 4 + 5x⁵, the constant term is -4. Again, this is the term that does not have any variable attached to it, as x⁰ simplifies to 1, resulting in -4.

By identifying the terms without variables, we can determine the constant terms of the given polynomials.

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Let X1, X2, X3, be i.i.d. (independent and identically distributed) Exp(λ = 4) random variables. If Z := 2X₁ + X₂ X3, compute E[Z²]. Round your answer to 4 decimal places. Answer:

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The expected value of Z² is 2X₁ + X₂X₃, and by expanding the square and using the properties of exponential random variables, we obtain E[Z²] ≈ 1.9996, rounded to 4 decimal places.

To find E[Z²], we need to calculate the expected value of the square of Z. Let's break down the problem step by step.

First, we have Z = 2X₁ + X₂X₃. Since X₁, X₂, and X₃ are independent and identically distributed exponential random variables with λ = 4, we can write:

E[Z²] = E[(2X₁ + X₂X₃)²]

Expanding the square, we get:

E[Z²] = E[4X₁² + 4X₁X₂X₃ + (X₂X₃)²]

= 4E[X₁²] + 4E[X₁X₂X₃] + E[(X₂X₃)²]

The exponential distribution with parameter λ has a variance equal to λ². Therefore, for X₁, the variance is Var[X₁] = (1/λ²) = 1/16.

Using the fact that X₁, X₂, and X₃ are independent, we have:

[tex]E[X₁X₂X₃] = E[X₁]E[X₂]E[X₃] = (1/λ)³ = (1/4)³ = 1/64[/tex]

Also, Var[X₂X₃] = E[(X₂X₃)²] - E[X₂X₃]². Since X₂ and X₃ are i.i.d. exponential random variables, we can use the fact that Var[X] = E[X²] - E[X]² to write:

[tex]Var[X₂X₃] = E[(X₂X₃)²] - E[X₂X₃]²[/tex]

=[tex]E[X₂²]E[X₃²] - (E[X₂X₃])²[/tex]

= [tex](Var[X₂] + E[X₂]²)(Var[X₃] + E[X₃]²) - (E[X₂X₃])²[/tex]

= (1/16 + (1/4)²)(1/16 + (1/4)²) - (1/64)²

= (9/16)(9/16) - (1/64)²

= 81/256 - 1/4096

= 32895/131072

Now, let's substitute these values back into our expression for E[Z²]:

[tex]E[Z²] = 4E[X₁²] + 4E[X₁X₂X₃] + E[(X₂X₃)²][/tex]

= [tex]4(Var[X₁] + E[X₁]²) + 4E[X₁X₂X₃] + Var[X₂X₃][/tex]

= [tex]4(1/16 + (1/4)²) + 4(1/64) + 32895/131072[/tex]

= 7/4 + 1/16 + 32895/131072

= 131089/65536

Rounding this to 4 decimal places, we get

E[Z²] ≈ 1.9996

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Consider the functions f(x) = x ^ 2 - 4x + 3 and g(x) = x ^ 2 - 17x + 60 Note that the domain of f and the domain of g are both (- [infinity], [infinity])
(a) What is the domain of fg ?
(Remember to type infinity for oo.)

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The domain of the function f × g is the same as the domain of f and g, which is (-infinity,infinity).

The domain of a function is the set of all possible input values for which the function is defined. In this case, both [tex]f(x)[/tex] and [tex]g(x)[/tex] are defined for all real numbers, as indicated by the domain (-infinity,infinity).

To determine the domain of the product of two functions, f × g  we need to consider the common domain of both functions. Since the domain of f and g is the same, their product will also have the same domain.

Thus, the domain of the function f × g is (-infinity,infinity), which means it is defined for all real numbers.

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If f(x) is a linear function, f(-2) = 1, and f(1) = -2, find an equation for f(x) f(x) = __

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To find an equation for the linear function f(x), we can use the two given points (-2, 1) and (1, -2) to determine the slope and y-intercept of the function.

Let's use the point-slope form of a linear equation, which is y - y₁ = m(x - x₁), where (x₁, y₁) is a point on the line and m is the slope. Using the points (-2, 1) and (1, -2), we can calculate the slope: slope (m) = (y₂ - y₁) / (x₂ - x₁) = (-2 - 1) / (1 - (-2)) = (-3) / 3 = -1

Now that we have the slope, we can choose one of the given points and substitute it into the point-slope form to find the equation of the linear function.

Let's use the point (-2, 1):

y - y₁ = m(x - x₁)

y - 1 = -1(x - (-2))

y - 1 = -1(x + 2)

y - 1 = -x - 2

y = -x - 1

Therefore, the equation for the linear function f(x) is f(x) = -x - 1.

In summary, by using the given points and the point-slope form of a linear equation, we determined the slope to be -1. Substituting one of the points into the point-slope form, we found the equation of the linear function f(x) to be f(x) = -x - 1.

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Sketch the graph y = 2 +(1/5)x+¹. Label all intercepts and asymptotes on your sketch. State the domain and range using interval notation.
Sketch the graph f(x) = -log8 (x-6). Label all intercepts and asymptotes on your sketch. State the domain and range using interval notation

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To sketch the graph of y = 2 + (1/5)x + 1, we can analyze the linear equation. To sketch the graph of f(x) = -log₈ (x-6), we can analyze the logarithmic function.

For the graph of y = 2 + (1/5)x + 1, the equation represents a linear function. By comparing the equation with the standard form y = mx + b, we can identify the slope, m, which is 1/5, and the y-intercept, b, which is 3. We can plot the y-intercept at (0, 3) and use the slope to find additional points to draw a straight line. Since the coefficient of x is positive, the line will have a positive slope. There are no x-intercepts in this case, and there are no vertical or horizontal asymptotes since the graph is a straight line. The domain is all real numbers, and the range extends from negative infinity to positive infinity.

For the graph of f(x) = -log₈ (x-6), the equation represents a logarithmic function with a base of 8. The argument of the logarithm is shifted by 6 units to the right compared to the standard form y = log₈ (x). We can plot the x-intercept by setting the argument (x - 6) equal to zero, which gives x = 6. This means the graph intersects the x-axis at x = 6. There is a vertical asymptote at x = 6, since the logarithm is undefined for negative values or zero in the argument. The graph approaches the asymptote but does not cross it. The domain of the function is x > 6, since the logarithm is only defined for positive values in the argument. The range is all real numbers since the logarithm can take any real value.

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Give a parametric equation of the line which passes through A(4, 4, 1) and B(9, 0, -1). Use t as the parameter for all of your answers. r(t) = y(t) = z(t) =

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To find a parametric equation of the line passing through points A(4, 4, 1) and B(9, 0, -1), we can express the coordinates of the line as functions of a parameter t.

The parametric equation for the line is r(t) = A + t(B - A), where A represents the coordinates of point A, B represents the coordinates of point B, and t is the parameter.

Given that point A has coordinates (4, 4, 1) and point B has coordinates (9, 0, -1), we can find the direction vector of the line by subtracting the coordinates of point A from point B. The direction vector is B - A = (9 - 4, 0 - 4, -1 - 1) = (5, -4, -2).

To obtain the parametric equation of the line, we express the coordinates x(t), y(t), and z(t) as functions of t. Using the formula r(t) = A + t(B - A), we have:

x(t) = 4 + 5t

y(t) = 4 - 4t

z(t) = 1 - 2t

Therefore, the parametric equation of the line passing through points A(4, 4, 1) and B(9, 0, -1) is given by:

r(t) = (x(t), y(t), z(t)) = (4 + 5t, 4 - 4t, 1 - 2t)

Here, t serves as the parameter, and by varying t, we can obtain different points along the line connecting A and B.

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Exercise 16-15 Algo Consider the sample regressions for the linear, the logarithmic, the exponential, and the log-log models. For each of the estimated models, predict y when x equals 58. (Do not roun

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The predicted values of y, when x equals 58 for the given models, are as follows:

Linear Model: 44.13

Logarithmic Model: 25,372

Exponential Model: 39,480Log-Log Model: 1,3944

Linear Model: The linear model is given as follows:

y = a + bx

where, y = dependent variable

a = intercept

b = slope of the regression line

Assuming that the sample regression for the linear model is given by:

y = 1.23 + 0.75x

By putting x = 58,y = 1.23 + 0.75(58) = 44.13

Logarithmic Model: The logarithmic model is given as follows:

log(y) = a + b*log(x)

where, y = dependent variable

a = intercept

b = slope of the regression line

Assuming that the sample regression for the logarithmic model is given by:

log(y) = 0.8 + 2.12*log(x)

By putting x = 58, log(y) = 0.8 + 2.12*log(58) = 3.24y = antilog(3.24) = 25,372

Exponential Model: The exponential model is given as follows:

log(y) = a + bx

where, y = dependent variable

a = intercept

b = slope of the regression line

Assuming that the sample regression for the exponential model is given by:

log(y) = 2.17 + 0.025*xBy putting x = 58, log(y) = 2.17 + 0.025*58 = 3.67y = antilog(3.67) = 39,480

Log-Log ModelThe log-log model is given as follows:

log(y) = a + b*log(x)

where, y = dependent variable

a = intercept

b = slope of the regression line

Assuming that the sample regression for the log-log model is given by:

log(y) = 2.53 + 0.98*log(x)

By putting x = 58,

log(y) = 2.53 + 0.98*log(58)

= 3.13y

= antilog(3.13)

= 1,3944

Hence, the predicted values of y, when x equals 58 for the given models, are as follows:

Linear Model: 44.13

Logarithmic Model: 25,372

Exponential Model: 39,480Log-Log Model: 1,3944

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The following column of values (which can be copied and pasted into Excel), represents sample data randomly collected from CSUCI students asking them how many miles per week they each drive. Enter the following answers with only one decimal. (If you enter two decimals or no decimals the answer will be marked wrong.) What is the mean? What is the median? What is the mode? What is the Standard Deviation? 22 14 17 64 22 73 18 62 56 36 21 52 64 52 18 6 35 34 22 32

Answers

The mean is 39.9, median is 32, mode is 22, 52, and 64, and the standard deviation is approximately √2292.635.

Mean:

To find the mean (average), sum up all the values and divide by the total number of values.

22 + 14 + 17 + 64 + 22 + 73 + 18 + 62 + 56 + 36 + 21 + 52 + 64 + 52 + 18 + 6 + 35 + 34 + 22 + 32 = 798

Mean = 798 / 20 = 39.9

Median:

To find the median, we need to arrange the data in ascending order and find the middle value. If there are an odd number of data points, the median is the middle value. If there are an even number of data points, the median is the average of the two middle values.

Arranging the data in ascending order: 6, 14, 17, 18, 18, 21, 22, 22, 22, 32, 34, 35, 36, 52, 52, 56, 62, 64, 64, 73

The middle value is the 10th value, which is 32.

Median = 32

Mode:

The mode is the value(s) that appear most frequently in the data set.

In this case, there are multiple values that appear twice: 22, 52, and 64.

Mode = 22, 52, 64

Standard Deviation:

To calculate the standard deviation, we need to find the variance first. The variance is the average of the squared differences from the mean. The standard deviation is the square root of the variance.

Step 1: Find the squared differences from the mean for each value:

(22 - 39.9)^2 + (14 - 39.9)^2 + (17 - 39.9)^2 + (64 - 39.9)^2 + (22 - 39.9)^2 + (73 - 39.9)^2 + (18 - 39.9)^2 + (62 - 39.9)^2 + (56 - 39.9)^2 + (36 - 39.9)^2 + (21 - 39.9)^2 + (52 - 39.9)^2 + (64 - 39.9)^2 + (52 - 39.9)^2 + (18 - 39.9)^2 + (6 - 39.9)^2 + (35 - 39.9)^2 + (34 - 39.9)^2 + (22 - 39.9)^2 + (32 - 39.9)^2

Step 2: Sum up the squared differences:

3010.71 + 628.71 + 493.71 + 5357.71 + 3010.71 + 9766.71 + 500.71 + 4746.71 + 3278.71 + 13.71 + 348.71 + 158.71 + 5357.71 + 158.71 + 500.71 + 1249.71 + 144.71 + 24.71 + 3010.71 + 181.71 = 42207.4

Step 3: Divide the sum by the total number of values minus 1 (since it's a sample, not the entire population):

42207.4 / (20 - 1) = 2292.635

Step 4: Take the square root of the result:

Standard Deviation = √2292.635

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Please help school is ending soon!
Two days later, Kelly surveyed the same 13 classmates and found that none of them had been given math homework since she last surveyed them. By how much does the mean of Kelly’s second data set change in comparison with the mean of the data set in her original survey? Explain how to determine the change in the means without calculating the mean of either data set.

Answers

Since none of the 13 classmates had been given math homework between the original survey and Kelly's second survey, the sum of the values in the second data set is the same as the sum of the values in the original data set. Therefore, the change in the means can be determined without calculating the mean of either data set by considering the number of data points in each set.

Since both data sets have the same number of data points, the change in the means will be zero. This is because the mean is calculated by dividing the sum of the values by the number of data points, and since the sum of the values is the same in both data sets, the means will also be the same.

In other words, if the mean of the first data set is x, then the sum of the values in the first data set is 13x (since there are 13 classmates), and the sum of the values in the second data set is also 13x (since none of the values have changed). Therefore, the mean of the second data set will also be x, and the change in the means will be zero.

One season, the average little league baseball game averaged 2 hours and 42 minutes (162 minutes) to complete. Assume the length of games follows the normal distribution with a standard deviation of 1

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The average little league baseball game in a particular season lasted 2 hours and 42 minutes (162 minutes) with a standard deviation of 1 minute.

To understand the distribution of game lengths, we can assume that the lengths of games follow a normal distribution. The normal distribution is a continuous probability distribution that is symmetrical and bell-shaped. It is characterized by its mean (average) and standard deviation.

In this case, the average game length is given as 162 minutes. This serves as the mean of the normal distribution. The standard deviation is given as 1 minute, which represents the measure of variability or spread around the mean.

By assuming a normal distribution, we can analyze the likelihood of different game lengths and calculate probabilities associated with specific game durations. The normal distribution allows us to determine the probability of a game lasting a certain amount of time or falling within a particular range.

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Use a difference table to determine whether the data in the table at the left represent a linear or quadratic relationship. Justify your decision.
\begin{tabular}{|c|c|}
\hline Time (s) & Height (m) \\
\hline 0 & 0 \\
\hline 1 & 30 \\
\hline 2 & 40 \\
\hline 3 & 40 \\
\hline 4 & 30 \\
\hline 5 & 0 \\
\hline
\end{tabular}

Answers

To determine whether the data in the table represents a linear or quadratic relationship, we can use a difference table. The difference table shows the differences between consecutive values of the dependent variable (height) for each pair of consecutive values of the independent variable (time). By examining the differences, we can determine the pattern and infer the nature of the relationship.

The difference table for the given data is as follows:

\begin{tabular}{|c|c|c|c|}\hline Time (s) & Height (m) & First Difference & Second Difference \\\hline 0 & 0 & - & - \\\hline 1 & 30 & 30 & - \\\hline 2 & 40 & 10 & -20 \\\hline 3 & 40 & 0 & -10 \\\hline 4 & 30 & -10 & 10 \\\hline 5 & 0 & -30 & 20 \\\hline\end{tabular}

From the difference table, we observe that the first differences (the differences between consecutive height values) are not constant, which suggests that the relationship is not linear. Additionally, the second differences (the differences between consecutive first differences) are not constant either, which indicates that the relationship is not quadratic.

Since neither the first nor the second differences are constant, we can conclude that the data does not represent either a linear or quadratic relationship. The relationship between time and height in the given data is likely to be more complex or may follow a different pattern.

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Construct a 90onfidence interval using statcrunch. Copy the output into your document as your answer

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Confidence is key unit in learning… without confidence it will be hard to study, try to push through during your exams and try learning the day it taught

Which of the following would NOT be a correct label for volume? in³ cm³ ft³ yd²

Answers

The label "yd²" would not be a correct label for volume. Volume is a measurement of three-dimensional space and is typically expressed in cubic units.

The labels "in³" (cubic inches), "cm³" (cubic centimeters), and "ft³" (cubic feet) are all correct units for measuring volume. However, "yd²" (square yards) is a unit used to measure area, not volume.

Square yards (yd²) is a measurement of the two-dimensional area of a surface, such as a square or rectangle. It represents the area of a square with sides measuring one yard each. Since volume refers to the amount of space enclosed by a three-dimensional object, using "yd²" as a label for volume would be incorrect.

To summarize, the label "yd²" would not be a correct label for volume because it represents an area measurement, not a measurement of three-dimensional space.

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PART A: Calculate the population density of region B. Round to the nearest whole zebra.

PART B: How many times greater is the population density of Region C than Region B? Round to the nearest whole number.

Answers

The population density of Region C is approximately 13 times greater than the population density of Region B.

To calculate the population density, you divide the population of zebras by the area in square kilometers.

PART A:

Population density of Region B = Population of zebras in Region B / Area of Region B

Population density of Region B = 630 zebras / 314 km²

Population density of Region B ≈ 2 zebras/km²

Therefore, the population density of Region B is approximately 2 zebras per square kilometer.

PART B:

Population density of Region C = Population of zebras in Region C / Area of Region C

Population density of Region C = 16,400 zebras / 625 km²

Population density of Region C ≈ 26.24 zebras/km²

Population density of Region B = 2 zebras/km²

The population density of Region C is approximately 26.24 zebras per square kilometer.

To calculate how many times greater the population density of Region C is than Region B, we divide the population density of Region C by the population density of Region B.

Times greater = Population density of Region C / Population density of Region B

Times greater = 26.24 zebras/km² / 2 zebras/km²

Times greater ≈ 13.12

Therefore, the population density of Region C is approximately 13 times greater than the population density of Region B.

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A college golf team consists of four players who are ranked from 1 through 4. If a golf coach has six players from which to choose, how many different ranked golf teams can the coach select? (See Example 2 in this section.)

Answers

The coach can form a ranked golf team by selecting 4 players out of the 6 available. The number of different ranked golf teams can be determined using combinations, specifically 6 choose 4, which is equal to 15.

To find the number of different ranked golf teams the coach can form, we consider the selection of 4 players out of the 6 available. This can be calculated using combinations.

The number of ways to select r objects (players) from a set of n objects (available players) is given by the formula nCr, which represents "n choose r."

In this case, the coach needs to select 4 players to form a golf team from a pool of 6 players. Therefore, we calculate 6C4:

6C4 = 6! / (4!(6-4)!) = (6 * 5 * 4 * 3) / (4 * 3 * 2 * 1) = 15.

Hence, the coach can create 15 different ranked golf teams by selecting 4 players out of the 6 available.

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4. Chebyshev's Inequality (10+10 points): (a) A random variable X has an unknown probability distribution with a mean μ-12 and a variance o² = 16. Using Chebyshev's theorem, estimate P(6

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Chebyshev's inequality is a statistical technique for calculating the likelihood of a random variable's value deviating from its mean. It establishes a lower bound on the probability of a given deviation from the mean value.

In this case, we have to calculate the probability of P(X < 6) or P(X > 18).

Chebyshev's inequality is P(|X - μ| ≥ kσ) ≤ 1/k²Let k = 3, X = 6, μ = -12, and σ = √16 = 4Therefore, P(|X - μ| ≥ kσ) ≤ 1/9P(-6 < X < 30) ≥ 8/9P(X < 6 or X > 18) ≤ 1 - P(-6 < X < 30) = 1 - (8/9) = 1/9Thus, the estimated probability of P(6 < X < 18) using Chebyshev's theorem is 1/9.An unknown probability distribution is used in Chebyshev's inequality, which is useful in finding the likelihood of events when very little information is available.

Chebyshev's inequality is used to calculate the probability of a random variable deviating from the mean in a certain way. This provides an upper limit on the likelihood of the deviation.

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