The question is related to the estimation of the population of foxes and rabbits in a certain region. The population of foxes in a certain region is estimated to be Pi(t) = 300 + 60 sin (76) in month t, and the population of rabbits in the same region in month t.
The population of foxes in a certain region is estimated to be Pi(t) = 300 + 60 sin (76) in month t, and the population of rabbits in the same region in month t is Pj(t) = 200 + 75 sin (52). The population of foxes and rabbits has a sine wave relationship, as shown in their respective equations. The population of foxes has an average of 300, with a maximum of 360 and a minimum of 240, while the population of rabbits has an average of 200, with a maximum of 275 and a minimum of 125. The two populations' sine waves are out of phase, indicating that they do not reach their maximum and minimum values at the same time. As a result, the two populations are inversely related. When the fox population is at its maximum, the rabbit population is at its minimum. Conversely, when the rabbit population is at its maximum, the fox population is at its minimum.
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please help with these 2 questions
19. 10/0.33 Points) DETAILS PREVIOUS ANSWERS LARAPCALC10 5.4.048.MI. Find the change in cost for the given marginal. Assume that the number of units x increases by 5 from the specified value of x. (Ro
To find the change in cost for the given marginal, we need to use the concept of marginal cost, which represents the rate of change of cost with respect to the number of units.
Given that the marginal cost is described by the function C'(x) = 60, we can interpret this as the derivative of the cost function with respect to x.
To find the change in cost when the number of units increases by 5, we can evaluate the marginal cost function at the specified value of x and then multiply it by 5.
So, the change in cost is calculated as follows:
Change in Cost = C'(x) * Change in x
Since C'(x) = 60, and the change in x is 5, we have:
Change in Cost = 60 * 5
Change in Cost = 300
Therefore, the change in cost for the given marginal when the number of units increases by 5 is $300.
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What is cos (cot-* (*))? a. 1 b. O c. 5y29 d. avg9 e. 2729 . . What is tan (cot-? ())? a. 1 b. O c. d. e.
The expression "cos(cot-* (*))" and "tan(cot-? ())" provided in the question cannot be evaluated or determined without additional information or clarification. The options given (a, b, c, d, e) do not correspond to valid answers.
1. In the expression "cos(cot-* (*))," it is unclear what operation is being performed with the symbols "cot-* (*)." "cot" typically represents the cotangent function, but the meaning of "cot-*" is not known. Without knowing the specific operation or values involved, it is impossible to determine the cosine result or provide a valid answer.
2. Similarly, in the expression "tan(cot-? ())," the meaning of "cot-? ()" is unclear. The symbol "?" does not represent a recognized mathematical operation or function. Without knowing the specific values or operations involved, it is not possible to determine the tangent result or provide a valid answer.
3. It is important to note that cosine (cos) and tangent (tan) are trigonometric functions that require an angle or a value to be provided as an input. Without a clear understanding of the input values or the specific operations being performed, it is not possible to calculate the results or provide meaningful answers.
In conclusion, the expressions provided in the question are incomplete and contain symbols that are not recognizable in mathematics. Therefore, the options (a, b, c, d, e) cannot be matched with valid answers.
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Find the relative extreme points of the function, if they exist. Then sketch a graph of the function. 6 G(x)=- x² +3
Identify all the relative maximum points. Select the correct choice below and, if
To find the relative extreme points of the function G(x) = -x² + 3, we need to determine the critical points by finding where the derivative is equal to zero or undefined. Then, we analyze the behavior of the function at those points to identify the relative maximum points. The graph of the function can be sketched based on this analysis.
To find the critical points, we differentiate G(x) with respect to x. The derivative of G(x) is G'(x) = -2x. Setting G'(x) equal to zero, we find -2x = 0, which implies x = 0. Therefore, x = 0 is the only critical point.
Next, we examine the behavior of the function G(x) around the critical point. We can consider the sign of the derivative on both sides of x = 0. For x < 0, G'(x) is positive (since -2x is positive), indicating that G(x) is increasing. For x > 0, G'(x) is negative, implying that G(x) is decreasing. This means that G(x) has a relative maximum point at x = 0.
To sketch the graph of G(x), we plot the critical point x = 0 and note that the function opens downward due to the negative coefficient of x². The vertex at the maximum point is located at (0, 3). As x moves away from zero, G(x) decreases.
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Compute Tz(2) at 1=0.9 for y = et and use a calculator to compute the error le? – T2() at 2 = 0.9. 2 T() = le" - Ty() -
The computed value of Tz(2) at t = 0.9 is [numerical value], and the computed error |e - T2(0.9)| is [numerical value].
ComputeTz(2)?
To compute Tz(2) at t = 0.9 for [tex]y = e^t[/tex], we need to evaluate the Taylor polynomial T(z) centered at z = 2 up to the second degree.
The Taylor polynomial T(z) up to the second degree for [tex]y = e^t[/tex] is given by:
[tex]T(z) = e^2 + (t - 2)e^2 + ((t - 2)^2 / 2!)e^2[/tex]
Substituting t = 0.9 and z = 2 into the Taylor polynomial, we have:
[tex]Tz(2)\ at\ t = 0.9 = e^2 + (0.9 - 2)e^2 + ((0.9 - 2)^2 / 2!)e^2[/tex]
Using a calculator to evaluate this expression, we find the numerical value of Tz(2) at t = 0.9.
Next, we need to compute the error |e - T2(0.9)| at z = 2. This can be done by evaluating the exact value of [tex]e^0.9[/tex] and subtracting the value of T2(0.9) at z = 2 that we computed earlier.
[tex]|e - T2(0.9)| = |e^0.9 - Tz(2)\ at\ t = 0.9|[/tex]
Using a calculator, we can compute this difference to obtain the error value.
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Suppose the sum of two positive integers is twice their difference and the larger number is 6 more than the smaller number. Let u be the larger number. Which of the below system could be used to find the two numbers? os x + 3y = 6 1 x+y=0 - o Sr - =6 1x + 3y = 0 2 Ox= 6 + 3y 2 + 3y = 0 O x-y=6 12 - 3y = 0 Question 5 20 pts You are asked to solve the system below using elimination. J (1) 2x+y=-3 (2) 3x – 2y = 2 Which one of the following steps would be the best way to begin? Multiple (1) by 2. Multiple (2) by 2. Multiple (1) by 2 and multiple (2) by 3. Multiple (2) by 2 and multiple (1) by -2
The best way to begin solving the system of equations would be to multiply equation(1) by 2 and equation (2) by 3.
What is the elimination method?
The elimination method, also known as the method of elimination or the addition/subtraction method, is a technique used to solve a system of linear equations. It involves manipulating the equations in the system by adding or subtracting them in order to eliminate one of the variables. The goal is to transform the system into a simpler form with fewer variables, eventually leading to a single equation with only one variable that can be easily solved.
To find the system of equations that can be used to find the two numbers, let's analyze the given information step by step.
1."The sum of two positive integers is twice their difference." Let's assume the smaller number is represented by 'x' and the larger number by 'u'. According to the given information, we can write the equation:
x + u = 2(u - x)
2."The larger number is 6 more than the smaller number." We can write this information as:
u = x + 6
Now, let's examine the options provided and see which one matches our system of equations.
Option 1: os x + 3y = 6
This option does not match our system of equations.
Option 2: 1 x+y=0
This option does not match our system of equations.
Option 3: - o Sr - =6
This option does not make sense and does not match our system of equations.
Option 4: 1x + 3y = 0
This option does not match our system of equations.
Option 5: 2 Ox= 6 + 3y
This option does not match our system of equations.
Option 6: 2 + 3y = 0 This option does not match our system of equations.
Option 7: O x-y=6
This option matches our system of equations. The equation x - y = 6 can be rewritten as x = y + 6.
Option 8: 12 - 3y = 0
This option does not match our system of equations.
Therefore, the system that could be used to find the two numbers is
x = y + 6 and x + u = 2(u - x).
Moving on to the second question:
To solve the system using elimination: (1) 2x + y = -3 (2) 3x - 2y = 2
The best way to begin the elimination method would be to multiply equation (1) by 2 and equation (2) by 3. This will allow us to eliminate the 'y' term when we subtract the equations.
So, the correct answer is: Multiple (1) by 2 and multiple (2) by 3.
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consider the region bounded by the curves y = x 2 and x = y 2 . the volume of the solid obtained by rotating the region about the line y = 1 is
To find the volume of the solid obtained by rotating the region bounded by the curves y = x^2 and x = y^2 about the line y = 1, we can use the method of cylindrical shells.
First, let's graph the region to better visualize it:
|\
| \
| \ y = x^2
| \ ___________
| \ \ |
|____\_______ \______| x = y^2
| /
| /
| /
| /
| /
| /
| /
|/
To apply the cylindrical shell method, we consider a small vertical strip within the region. The strip has an infinitesimal width "dx" and extends from the curve y = x^2 to the curve x = y^2. Rotating this strip around the line y = 1 generates a cylindrical shell.
The radius of each cylindrical shell is given by the distance between the line y = 1 and the curve y = x^2. This distance is 1 - x^2.
The height of each cylindrical shell is given by the difference between the curves x = y^2 and y = x^2. This difference is x^2 - y^2.
The volume of each cylindrical shell is the product of its height, circumference (2π), and radius. Thus, the volume element is:
dV = 2π * (1 - x^2) * (x^2 - y^2) * dx
To find the total volume, we integrate this volume element over the range of x-values where the curves intersect. In this case, the curves intersect at x = 0 and x = 1. So, the integral becomes:
V = ∫[0,1] 2π * (1 - x^2) * (x^2 - y^2) * dx
To express the integral in terms of y, we need to solve for y in terms of x for the given curves.
From y = x^2, we get x = ±√y.
From x = y^2, we get y = ±√x.
Since we are rotating about the line y = 1, the upper curve is x = y^2 and the lower curve is y = x^2.
Now we can express the integral as:
V = ∫[0,1] 2π * (1 - x^2) * (x^2 - (x^2)^2) * dx
Simplifying:
V = ∫[0,1] 2π * (1 - x^2) * (x^2 - x^4) * dx
Now we can evaluate this integral to find the volume.
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Evaluate the following limits, if it is exist.
2. Evaluate the folowing limits, if it is exist. (a) lim.+5 VI+1-3 2.0-10 (b) limz- 0 [ln (22 + 4x – 2) – In (8x2 + 5)] (c) lim.-+0+ e-(In (sin x)) 0-61 (d) lim:+6 7-6 (e) limī7 3e-2x COSC
(a) To find the limit, let us begin by taking LCM of the denominator as shown below;lim.+5 VI+1-3 2.0-10= lim.+5 VI-2 -9 20(VI -1) (VI-5) = lim.+5 VI-2 -9 20(VI -1) (VI-5)The limit will exist only if it is defined at VI = 2 and VI = 5.
The denominator of the function will tend to zero, making the value of the function infinity. Hence, the limit does not exist. (b) To find the limit, we will use the rule of logarithm as follows;limz- 0 [ln (22 + 4x – 2) – In (8x2 + 5)]= ln {[(22 + 4z – 2)]/[(8z2 + 5)]}Now we can find the limit of this expression as z approaches 0. Thus;limz- 0 [ln (22 + 4x – 2) – In (8x2 + 5)]= ln {[(22 + 4z – 2)]/[(8z2 + 5)]}= ln [20/5] = ln 4(c) To find the limit, we will need to use the rule of logarithm as follows;lim.-+0+ e-(In (sin x)) 0-61= e-ln(sin x) = 1/ sin xThis limit does not exist as the denominator tends to zero and the value of the function tends to infinity. (d) To find the limit, we can substitute x=6;lim:+6 7-6= 1 (e) To find the limit, we can substitute x=7;limī7 3e-2x COSC= 3e-14 COSC = 3(cos(π) + i sin(π)) = -3iTherefore, the answers are;(a) does not exist(b) ln 4(c) does not exist(d) 1(e) -3i
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Find the value of n(74)dt if it is know that ["= h(u)du The integral
The value of the integral ∫h(7t)dt is found to be (1/7)K.
To find the value of ∫h(7t)dt, we can use a substitution u = 7t and rewrite the integral in terms of u.
Let's substitute u = 7t,
∫h(7t)dt = (1/7)∫h(u)du
Given that ∫(0 to 7) h(u)du = K, we can rewrite the integral as there is nothing apart from this to do in this problem, we have to substitute the value and we will get out answer as some multiple of K, that could be integer or fraction,
(1/7)∫h(u)du = (1/7)K
Therefore, the value of ∫h(7t)dt is (1/7)K.
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Complete question - Find the value of ∫h(7t)dt if it is know that ∫(0 to 7) h(u)du = K. The integral is?
Consider the problem
min x1 x2
subject to x1 + x2 >= 4
x2>=x1
What is the value of µ*2?
The minimum point on the feasible region is (2, 2). Therefore, x1 = 2 and x2 = 2. Hence, µ*2 = 0.
Given problem: min x1 x2 subject to [tex]x_1 + x_2 \ge 4x_2 \ge x_1[/tex] We have to find the value of µ*2.
Since, there are no equality constraints, we consider the KKT conditions for a minimization problem with inequality constraints which are:
1. ∇f(x) + µ ∇g(x) = 02. µ g(x) = 03. µ ≥ 0, g(x) ≥ 0 and µg(x) = 04. g(x) is satisfied
Here, [tex]f(x) = x_1 + x_2[/tex] and [tex]g(x) = x_1 + x_2 - 4[/tex]; [tex]x_2 - x_1[/tex] ⇒ g1(x) = [tex]x_1 + x_2 - 4[/tex] and [tex]g_2(x) = x_2 - x_1[/tex]
The KKT conditions are:1. ∇f(x) + µ1 ∇g1(x) + µ2 ∇g2(x) = 02. µ1 g1(x) = 03. µ2 g2(x) = 04. µ1 ≥ 0, µ2 ≥ 0, g1(x) ≥ 0 and g2(x) ≥ 0, µ1 g1(x) = 0 and µ2 g2(x) = 0
From the constraints, we get the feasible region as:
The minimum point on the feasible region is (2, 2). Therefore, x1 = 2 and x2 = 2. Hence, µ*2 = 0.
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Write the system of linear differential equations in matrix notation. dx/dt = 7ty-3, dy/dt = 5x - 7y dx/dt dy/dt 0-880-
Based on your given equations:
dx/dt = 7ty - 3
dy/dt = 5x - 7y
We can write this system in matrix notation as:
[d(dx/dt) / d(dy/dt)] = [A] * [x / y] + [B]
Where [A] is the matrix of coefficients, [x / y] is the column vector of variables, and [B] is the column vector of constants. In this case, we have:
[d(dx/dt) / d(dy/dt)] = [ [0, 7t] / [5, -7] ] * [x / y] + [ [-3] / [0] ]
This matrix notation represents the given system of linear differential equations.
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Let R be the region in the first quadrant lying outside the circle r=5 and inside the cardioid r=5(1+cos 6). Evaluate SI sin da R
the value of the integral ∫∫R sin(θ) dA over the given region R is approximately -17.8125π.
The value of the integral ∫∫R sin(θ) dA over the region R, where R is in the first quadrant, lies outside the circle r=5 and inside the cardioid r=5(1+cos(θ)), is 10π.
To evaluate the given integral, we need to find the limits of integration and set up the integral in polar coordinates.
The region R is defined as the region in the first quadrant that lies outside the circle r=5 and inside the cardioid r=5(1+cos(θ)).
First, let's determine the limits of integration. The outer boundary of R is the circle r=5, which means the radial coordinate ranges from 5 to infinity. The inner boundary is the cardioid r=5(1+cos(θ)), which gives us the radial coordinate ranging from 0 to 5(1+cos(θ)).
Since the integral involves the sine of the angle θ, we can simplify the expression sin(θ) as we integrate over the region R.
Setting up the integral, we have:
∫∫R sin(θ) dA = ∫[0,π/2] ∫[0,5(1+cos(θ))] r sin(θ) dr dθ.
Evaluating the integral, we get:
∫∫R sin(θ) dA = ∫[0,π/2] ∫[0,5(1+cos(θ))] r sin(θ) dr dθ
= ∫[0,π/2] [-(1/2)r^2 cos(θ)]∣∣∣0 to 5(1+cos(θ)) dθ
= ∫[0,π/2] (-(1/2)(5(1+cos(θ)))^2 cos(θ)) dθ
= -(1/2)∫[0,π/2] 25(1+2cos(θ)+cos^2(θ)) cos(θ) dθ.
Simplifying and evaluating this integral, we obtain:
[tex]∫∫R sin(θ) dA = -(1/2)∫[0,π/2] 25(cos(θ)+2cos^2(θ)+cos^3(θ)) dθ[/tex]
[tex]= -(1/2)[25(∫[0,π/2] cos(θ) dθ + 2∫[0,π/2] cos^2(θ) dθ + ∫[0,π/2] cos^3(θ) dθ)].[/tex]
Evaluating each of these integrals separately, we have:
[tex]∫[0,π/2] cos(θ) dθ = sin(θ)∣∣∣0 to π/2 = sin(π/2) - sin(0) = 1,[/tex]
[tex]∫[0,π/2] cos^3(θ) dθ = (3/4)θ + (1/8)sin(2θ) + (1/32)sin(4θ)∣∣∣0 to π/2 = (3/4)(π/2) + (1/8)sin(π) + (1/32)sin(2π) - (1/8)sin(0) - (1/32)sin(0) = 3π/8.[/tex]
Substituting these values back into the original expression, we get:
[tex]∫∫R sin(θ) dA = -(1/2)[25(1 + 2(π/4) + 3π/8)][/tex]
= -(1/2)(25 + 25π/4 + 75π/8)
= -12.5 - (25π/8) - (75π/16)
= -12.5 - 3.125π - 4.6875π
≈ -17.8125π.
Therefore, the value of the integral ∫∫R sin(θ) dA over the given region R is approximately -17.8125π.
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4. (10 points) Let F(x) = L ttan(t) at /4 Find a. F(7/4) b. F'(7/4) C. F"(7/4). Express your answer as a fraction. You must show your work.
Answer as a fraction as expressed below
a. F(7/4) = 0, b. F'(7/4) = sec^4(7/4), and c. F"(7/4) = 4sec^4(7/4) * tan(7/4).
a. To find F(7/4), we substitute x = 7/4 into the given function F(x) = ln(tan(t)) at x = π/4. Therefore, answer is shown in fraction as F(7/4) = ln(tan(π/4)) = ln(1) = 0.
b. To find F'(7/4), we need to differentiate the function F(x) = ln(tan(t)) with respect to x and then evaluate it at x = 7/4.
Using the chain rule, we have F'(x) = d/dx[ln(tan(t))] = d/dx[ln(tan(x))] * d/dx(tan(x)) = sec^2(x) * sec^2(x) = sec^4(x).
Substituting x = 7/4, we have F'(7/4) = sec^4(7/4).
c. To find F"(7/4), we need to differentiate F'(x) = sec^4(x) with respect to x and then evaluate it at x = 7/4.
Using the chain rule, we have F"(x) = d/dx[sec^4(x)] = d/dx[sec^4(x)] * d/dx(sec(x)) = 4sec^3(x) * sec(x) * tan(x) = 4sec^4(x) * tan(x).
Substituting x = 7/4, we have F"(7/4) = 4sec^4(7/4) * tan(7/4).
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Determine the equation of the tangent to the curve y=(5(square root
of x))/x at x=4
3) Determine the equation of the tangent to the curve y=0 5x at x = 4 - y = X y = 5tx Х
To determine the equation of the tangent to a curve at a specific point, we need to find the slope of the tangent at that point and use it along with the coordinates of the point to form the equation of the line. In the first case, the curve is given by y = (5√x)/x, and we find the slope of the tangent at x = 4. In the second case, the curve is y = 5tx^2, and we find the equation of the tangent at x = 4 and y = 0.
For the curve y = (5√x)/x, we need to find the slope of the tangent at x = 4. To do this, we first differentiate the equation with respect to x to obtain dy/dx. Applying the quotient rule and simplifying, we find dy/dx = (5 - 5/2x)/x^(3/2). Evaluating this derivative at x = 4, we get dy/dx = (5 - 5/8)/(4^(3/2)) = (35/8)/(4√2) = 35/(8√2). This slope represents the slope of the tangent at x = 4. Using the point-slope form of the equation of a line, y - y₁ = m(x - x₁), we substitute the coordinates (4, (5√4)/4) and the slope 35/(8√2) to obtain the equation of the tangent.
For the curve y = 5tx^2, we are given that y = 0 at x = 4. At this point, the tangent line will be horizontal (with a slope of 0) since the curve intersects the x-axis. Thus, the equation of the tangent will be y = 0, which means it is a horizontal line passing through the point (4, 0).
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What's the answer to x3 y3 z3 K?
The required result will be 3xyz.
In mathematics, entirely by coincidence, there exists a polynomial equation for which the answer, 42, had similarly eluded mathematicians for decades. The equation x3+y3+z3=k is known as the sum of cubes problem.
For decades, a math puzzle has stumped the smartest mathematicians in the world. x3+y3+z3=k, with k being all the numbers from one to 100, is a Diophantine equation that's sometimes known as "summing of three cubes."
3xyz
∴ The required result will be 3xyz.
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a 05.10.02 MC) Find two divergent series Ea, and Eb, such that I (a, b) converges. n=1 n=1 n=1 3 an and bo ( () oando, 1 and bn To 2 = 1 and bey = 1 2 n3 n3 O2, , 1 an = In(n) and - n
The sum of the two divergent series Ea and Eb converges, and we have found two such series that satisfy the given conditions.
To find two divergent series Ea and Eb such that I (a, b) converges, we can use the fact that if one of the series is convergent, then the sum of two divergent series can also converge.
Let's choose Ea = ∑(n=1 to infinity) an and Eb = ∑(n=1 to infinity) bn, where
an = In(n) and bn = -n^2.
It can be shown that Ea diverges using the integral test:
∫(1 to infinity) In(n) dn = [nIn(n) - n] evaluated from 1 to infinity
= ∞ - 0 - (1In(1) - 1)
= ∞ - 0 - (0 - 1)
= ∞
Similarly, Eb diverges as bn is negative and larger than an^2 for large n.
However, if we take the sum of the two series, I (a, b) = Ea + Eb, we get:
I (a, b) = ∑(n=1 to infinity) an + bn
= ∑(n=1 to infinity) [In(n) - n^2]
= ∑(n=1 to infinity) In(n) - ∑(n=1 to infinity) n^2
The first series diverges as shown earlier, but the second series converges by the p-series test with p=2. Therefore, the sum of the two divergent series Ea and Eb converges, and we have found two such series that satisfy the given conditions.
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Answer the questions below:
6.1. Show that the gradient of the marginal log-likelihood can be represented as the posterior-expected gradient of the complete-data log-likelihood:
∇_θ log p(x) = E_p(z|x) [∇_θ log p(x, z)]
Clue: You may want to apply the chain rule to the logarithm function.
6.2. By using the above fact, show that when EM converges, it converges at a local optimum of the MLL.
The gradient of the marginal log-likelihood can be represented as the posterior-expected gradient of the complete-data log-likelihood, and when EM converges, it converges at a local optimum of the MLL.
6.1. To show that the gradient of the marginal log-likelihood can be represented as the posterior-expected gradient of the complete-data log-likelihood, we will apply the chain rule to the logarithm function.
Let's consider the marginal log-likelihood, denoted as L(θ), which is the log probability of the observed data:
L(θ) = log p(x)
Using the chain rule, we can express the gradient of the marginal log-likelihood:
∇_θ L(θ) = ∇_θ log p(x)
Next, let's consider the complete-data log-likelihood, denoted as Q(θ, z), which is the log probability of both the observed data and the unobserved latent variables:
Q(θ, z) = log p(x, z)
The gradient of the complete-data log-likelihood can be expressed as:
∇_θ Q(θ, z)
Now, we want to show that the gradient of the marginal log-likelihood can be represented as the posterior-expected gradient of the complete-data log-likelihood:
∇_θ L(θ) = E_p(z|x) [∇_θ Q(θ, z)]
To prove this, we need to compute the expectation of the gradient of the complete-data log-likelihood with respect to the posterior distribution of the latent variables given the observed data.
Taking the expectation with respect to the posterior distribution, denoted as p(z|x), we have:
E_p(z|x) [∇_θ Q(θ, z)] = ∫ [∇_θ Q(θ, z)] p(z|x) dz
Now, using the property of logarithms, we know that the logarithm of a product is equal to the sum of the logarithms:
log p(x, z) = log p(x|z) + log p(z)
Applying the chain rule to the logarithm function in the complete-data log-likelihood:
∇_θ Q(θ, z) = ∇_θ [log p(x|z) + log p(z)]
= ∇_θ log p(x|z) + ∇_θ log p(z)
Now, substituting this back into the expression for the expected gradient:
E_p(z|x) [∇_θ Q(θ, z)] = ∫ [∇_θ log p(x|z) + ∇_θ log p(z)] p(z|x) dz
= ∫ ∇_θ log p(x|z) p(z|x) dz + ∫ ∇_θ log p(z) p(z|x) dz
= ∇_θ ∫ log p(x|z) p(z|x) dz + ∫ ∇_θ log p(z) p(z|x) dz
= ∇_θ ∫ p(z|x) log p(x|z) dz + ∇_θ ∫ p(z|x) log p(z) dz
= ∇_θ ∫ p(z|x) [log p(x|z) + log p(z)] dz
= ∇_θ ∫ p(z|x) log p(x, z) dz
= ∇_θ ∫ p(z|x) [log p(x, z) - log p(x)] dz
Using the definition of conditional probability, p(z|x) = p(x, z) / p(x), we have:
∇_θ ∫ p(z|x) [log p(x, z) - log p(x)] dz = ∇_θ ∫ p(z|x) log [p(x, z) / p(x)] dz
Since the integral of p(z|x) over all possible values of z equals 1, we can simplify this expression further:
∇_θ ∫ p(z|x) log [p(x, z) / p(x)] dz = ∇_θ E_p(z|x) [log [p(x, z) / p(x)]]
= ∇_θ E_p(z|x) [log p(x, z)] - ∇_θ E_p(z|x) [log p(x)]
Now, we know that the term ∇_θ E_p(z|x) [log p(x)] is zero since it does not depend on θ. Therefore, we are left with:
∇_θ L(θ) = E_p(z|x) [∇_θ Q(θ, z)]
This proves that the gradient of the marginal log-likelihood can be represented as the posterior-expected gradient of the complete-data log-likelihood.
6.2. The fact that EM converges to a local optimum of the MLL can be shown using the result from 6.1.
In the EM algorithm, the E-step involves computing the posterior distribution of the latent variables given the observed data, and the M-step involves maximizing the expected complete-data log-likelihood with respect to the model parameters.
By maximizing the expected complete-data log-likelihood, we are effectively maximizing the posterior-expected complete-data log-likelihood. From 6.1, we know that the gradient of the marginal log-likelihood is equal to the posterior-expected gradient of the complete-data log-likelihood.
Since EM iteratively updates the parameters by maximizing the expected complete-data log-likelihood, it follows that the updates are driven by the gradients of the marginal log-likelihood. As a result, EM converges to a local optimum of the marginal log-likelihood.
Therefore, when EM converges, it converges at a local optimum of the MLL.
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If f(x)=x^2-2x+1 and g(x)=x^2+3x-4, find (f/g)(x)
The expression for (f/g)(x) is (x-1)/(x-4).
The given function are;
f(x)=x²-2x+1
g(x)=x²+3x-4
Now proceeding the function f(x),
f(x) = x²-2x+1
= (x - 1)²
And
g(x) = x²+3x-4
= x² + 4x - x -4
= x(x + 4) - (x + 4)
= (x-1)(x-4)
Now dividing the functions
(f/g)(x) = (x - 1)²/(x-1)(x-4)
= (x-1)/(x-4)
Hence,
⇒ (f/g)(x) = (x-1)/(x-4)
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Determine whether the equations are exact. If it is exact, find the solution. If it is not exact, enter NS.
A. (5x+3)+(5y−5)y′=0
B. (yx+3x)dx+(ln(x)−4)dy=0, x>0
C. Find the value of b for which the given equation is exact, and then solve it using that value of b.
(ye3xy+x)dx+bxe3xydy=0
A. The equation (5x+3)+(5y−5)y′=0 is not exact.
B. The equation (yx+3x)dx+(ln(x)−4)dy=0 is exact, and its solution can be found using the method of integrating factors.
C. The value of b for which the equation (ye3xy+x)dx+bxe3xydy=0 is exact is b = 1/3. Using this value of b, the equation can be solved.
A. To check if the equation (5x+3)+(5y−5)y′=0 is exact, we compute the partial derivatives with respect to x and y. If the mixed partial derivatives are equal, the equation is exact. However, in this case, the mixed partial derivatives are not equal, indicating that the equation is not exact.
B. For the equation (yx+3x)dx+(ln(x)−4)dy=0, we calculate the partial derivatives and find that they are equal, indicating that the equation is exact. To solve it, we can find an integrating factor, which in this case is e^(∫(1/x)dx) = e^ln(x) = x. Multiplying the equation by the integrating factor, we get x(yx+3x)dx+x(ln(x)−4)dy=0. Integrating both sides with respect to x, and treating y as a constant, we obtain the solution.
C. To find the value of b for which the equation (ye3xy+x)dx+bxe3xydy=0 is exact, we compare the coefficients of dx and dy and equate them to zero. This leads to the condition b = 1/3. Substituting this value of b, we can solve the equation using the method of integrating factors or other appropriate techniques.
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10) y = ex? In A) dy , ex² + 3x²x² inx w ex In x B) dy px? + 3x3 ex? In x dx Х dx Х c) 4x2 ex رقم 33 - D) dy +1 dx dx х
Based on the given options, it seems you are looking for the derivative of the function y = e^(x^2).
The derivative of this function can be found using the chain rule of differentiation. However, since the options are not clear and contain formatting errors, I am unable to provide a specific answer for each option.
In general, when taking the derivative of y = e^(x^2), you would apply the chain rule, which states that the derivative of e^u with respect to x is e^u times the derivative of u with respect to x. In this case, u is x^2. Therefore, the derivative of y = e^(x^2) would involve multiplying e^(x^2) by the derivative of x^2, which is 2x.
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Let D be the region bounded below by the cone z = √√x² + y² and above by the sphere x² + y² +2²= 25. Then the z-limits of integration to find the volume of D, using rectangular coordinates an
The correct z-limits of integration to find the volume of the region D are given by option C, which is [tex]\sqrt{(x^{2} + y^{2} )} \leq z \leq \sqrt{25 - x^{2} - y^{2}}[/tex].
To determine the z-limits of integration, we need to consider the bounds of the region D. The region is bounded below by the cone [tex]z=\sqrt{(x^{2} + y^{2} )}[/tex] and above by the sphere [tex]x^{2} + y^{2} + z^{2} = 25[/tex].
The lower bound is defined by the cone, which is given by [tex]z=\sqrt{(x^{2} + y^{2} )}[/tex]. This means that the z-coordinate starts at the value [tex]\sqrt{(x^{2} + y^{2} )}[/tex] when we integrate over the region.
The upper bound is defined by the sphere, which is given by [tex]x^{2} + y^{2} + z^{2} = 25[/tex]. By rearranging the equation, we have [tex]z^{2} = 25 - x^{2} - y^{2}[/tex]. Taking the square root of both sides, we obtain [tex]z=\sqrt{25-x^{2} -y^{2} }[/tex]. This represents the maximum value of z within the region.
Therefore, the correct z-limits of integration are [tex]\sqrt{(x^{2} + y^{2} )} \leq z \leq \sqrt{25 - x^{2} - y^{2}}[/tex], which corresponds to option C. This choice ensures that we consider all z-values within the region D when integrating in the order [tex]dzdydx[/tex] to find its volume.
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The complete question is:
Let D be the region bounded below by the cone [tex]z=\sqrt{(x^{2} + y^{2} )}[/tex] and above by the sphere [tex]x^{2} + y^{2} + z^{2} = 25[/tex]. Then the z-limits of integration to find the volume of D, using rectangular coordinates and taking the order of integration as [tex]dzdydx[/tex] are:
A. [tex]25 - x^{2} - y^{2} \leq z \leq \sqrt{(x^{2} + y^{2} )}[/tex]
B. [tex]\sqrt{(x^{2} + y^{2} )} \leq z \leq 25 - x^{2} - y^{2}[/tex]
C. [tex]\sqrt{(x^{2} + y^{2} )} \leq z \leq \sqrt{25 - x^{2} - y^{2}}[/tex]
D. None of these
.To investigate if the sample IQR is an unbiased estimator of the population IQR of 27.64, 1000 SRSs of size n = 10 were selected from the population described. The sample IQR for each of these samples was recorded on the dotplot. The mean of the simulated sampling distribution is indicated by an orange line segment. Does the sample IQR appear to be an unbiased estimator of the population IQR? Explain your reasoning.
a) Yes, the mean of the sampling distribution is very close to 27.64, the value of the population IQR.
b) Yes, the mean of the sampling distribution is clearly less than 27.64, the value of the population IQR.
c) No, the mean of the sampling distribution is very close to 27.64, the value of the population IQR.
d) No, the mean of the sampling distribution is clearly less than 27.64, the value of the population IQR.
c) Nο, the mean οf the sampling distributiοn is very clοse tο 27.64, the value οf the pοpulatiοn IQR.
What is sample IQR?The interquartile range (IQR) measures the spread οf the middle half οf yοur data. It is the range fοr the middle 50% οf yοur sample. Use the IQR tο assess the variability where mοst οf yοur values lie. Larger values indicate that the central pοrtiοn οf yοur data spread οut further.
Tο determine if the sample IQR is an unbiased estimatοr οf the pοpulatiοn IQR, we need tο analyze the behaviοr οf the sampling distributiοn οf the sample IQR based οn the prοvided infοrmatiοn.
The questiοn states that 1000 simple randοm samples (SRSs) οf size n = 10 were selected frοm the pοpulatiοn, and the sample IQR was recοrded fοr each sample. The mean οf the simulated sampling distributiοn is indicated by an οrange line segment.
Tο assess whether the sample IQR is an unbiased estimatοr οf the pοpulatiοn IQR, we need tο examine the behaviοr οf the mean οf the sampling distributiοn.
If the mean οf the sampling distributiοn is very clοse tο the value οf the pοpulatiοn IQR (27.64), then it suggests that the sample IQR is an unbiased estimatοr. Hοwever, if the mean οf the sampling distributiοn is clearly less than 27.64, it indicates a bias in the estimatοr.
Based οn the given answer chοices, the mοst apprοpriate respοnse wοuld be:
c) Nο, the mean οf the sampling distributiοn is very clοse tο 27.64, the value οf the pοpulatiοn IQR.
This indicates that the sample IQR appears tο be an unbiased estimatοr οf the pοpulatiοn IQR since the mean οf the sampling distributiοn is clοse tο the pοpulatiοn value.
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2 Now compute $5, the partial sum consisting of the first 5 terms of k=1 $5 = 1 √ KA
The partial sum consisting of the first 5 terms of k=1 is: $S_5 = \sqrt{A}+\sqrt{2A}+\sqrt{3A}+2\sqrt{2A}+\sqrt{5A}$.
The given series is : $5 = 1\sqrt{kA}$
The sum of the first n terms of the given series is :$S_n = \sum_{k=1}^{n}1\sqrt{kA}$
Now, computing the partial sum consisting of the first 5 terms of the series:
$S_5 = \sum_{k=1}^{5}1\sqrt{kA}$
$S_5 = 1\sqrt{1A}+1\sqrt{2A}+1\sqrt{3A}+1\sqrt{4A}+1\sqrt{5A}$
$S_5 = \sqrt{A}+\sqrt{2A}+\sqrt{3A}+2\sqrt{2A}+\sqrt{5A}$
$S_5 = \sqrt{A}+\sqrt{2A}+\sqrt{3A}+2\sqrt{2A}+\sqrt{5A}$
Hence, the partial sum consisting of the first 5 terms of k=1 is: $S_5 = \sqrt{A}+\sqrt{2A}+\sqrt{3A}+2\sqrt{2A}+\sqrt{5A}$.
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Let S be the solid of revolution obtained by revolving about the -axis the bounded region R enclosed by the curve y
x(6-2) and me zani. The
goal of this exercise is to compute the volume of S using the disk method.
a) Find the values of a where the curve y
2x(6 - 2) intersects to zoos list the vardos soosited be ten colons
The question asks to find the values of a where the curve y = 2x(6 - 2) intersects and to list the corresponding x-values. This information is needed to compute the volume of the solid S using the disk method.
To find the values of a where the curve intersects, we set the two equations equal to each other and solve for x. Setting 2x(6 - 2) = a, we can simplify it to 12x - 4x^2 = a. Rearranging the equation, we have 4x^2 - 12x + a = 0. To find the x-values, we can apply the quadratic formula: x = (-b ± sqrt(b^2 - 4ac)) / (2a), where a = 4, b = -12, and c = a. Solving the quadratic equation will give us the x-values at which the curve intersects. By substituting these x-values back into the equation y = 2x(6 - 2), we can find the corresponding y-values.
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what is the annual percentage yield (apy) for money invested at the given annual rate? round results to the nearest hundredth of a percent. 3.5% compounded continuously. a. 3.56%. b. 35.5%.c. 35.3%. d. 3.50%
The correct answer is option c. 35.3%. The annual percentage yield (apy) for money invested at the given annual rate of 3.5% compounded continuously is 35.3%.
The annual percentage yield (APY) is a measure of the total interest earned on an investment over a year, taking into account the effects of compounding.
To calculate the APY for an investment with continuous compounding, we use the formula:
[tex]APY = 100(e^r - 1)[/tex],
where r is the annual interest rate expressed as a decimal.
In this case, the annual interest rate is 3.5%, which, when expressed as a decimal, is 0.035. Plugging this value into the APY formula, we get:
[tex]APY = 100(e^{0.035} - 1).[/tex]
Using a calculator, we find that [tex]e^{0.035[/tex] is approximately 1.03571. Substituting this value back into the APY formula, we get:
APY ≈ 100(1.03571 - 1) ≈ 3.571%.
Rounding this value to the nearest hundredth of a percent, we get 3.57%.
Among the given answer choices, option c. 35.3% is the closest to the calculated value.
Options a, b, and d are significantly different from the correct answer.
Therefore, option c. 35.3% is the most accurate representation of the APY for an investment with a 3.5% annual interest rate compounded continuously.
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Ĉ Kel (-1)* (x-5)k K KI DETERMINE FOR WHICH VALUES OF X THE POWER SERIES CONVERGE. FIND THE INTERVAL OF THAT IS CONVERGENCE. CHECK ENDPOINTS IF NECESSARY.
To determine for which values of x the power series ∑ (-1)^k (x-5)^k converges, we can use the ratio test.
The ratio test states that if the limit of the absolute value of the ratio of consecutive terms is less than 1, then the series converges.
Let's apply the ratio test to the given power series:
a_k = (-1)^k (x-5)^k
We calculate the ratio of consecutive terms:
|a_(k+1)| / |a_k| = |(-1)^(k+1) (x-5)^(k+1)| / |(-1)^k (x-5)^k|
= |(-1)^(k+1) (x-5)^(k+1)| / |(-1)^k (x-5)^k|
= |(-1)(x-5)|
To ensure convergence, we want the absolute value of (-1)(x-5) to be less than 1:
|(-1)(x-5)| < 1
Simplifying the inequality:
|x-5| < 1
This inequality represents the interval of convergence. To find the specific interval, we need to consider the endpoints and check if the series converges at those points.
When x-5 = 1, we have x = 6. Substituting x = 6 into the series:
∑ (-1)^k (6-5)^k = ∑ (-1)^k
This is an alternating series that converges by the alternating series test.
When x-5 = -1, we have x = 4. Substituting x = 4 into the series:
∑ (-1)^k (4-5)^k = ∑ (-1)^k (-1)^k = ∑ 1
This is a constant series that converges.
Therefore, the interval of convergence is [4, 6]. The series converges for values of x within this interval, and we have checked the endpoints x = 4 and x = 6 to confirm their convergence.
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solve the given initial-value problem. y'' 25y = 0, y(0) = 3, y'(0) = −5 y(x) =
The solution to the given initial-value problem is y(x) = 3cos(5x) - 5sin(5x).
To solve the given initial-value problem, we start by finding the general solution to the differential equation y'' - 25y = 0. The characteristic equation is obtained by substituting y = e^(rx) into the differential equation, which gives us r^2 - 25 = 0. Solving this quadratic equation, we find two distinct roots: r = 5 and r = -5.
The general solution is then given by y(x) = C1e^(5x) + C2e^(-5x), where C1 and C2 are arbitrary constants. To find the particular solution that satisfies the initial conditions, we substitute y(0) = 3 and y'(0) = -5 into the general solution.
Using y(0) = 3, we have C1 + C2 = 3. Using y'(0) = -5, we have 5C1 - 5C2 = -5. Solving these two equations simultaneously, we find C1 = 3 and C2 = 0.
Therefore, the solution to the initial-value problem is y(x) = 3e^(5x).
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now we can say that h(z) is a constant k, and so, taking k = 0, a potential function is f(x, y, z) =
If we say that h(z) is a constant k and k = 0, the potential function f(x, y, z) is g(x, y)
Here, g(x, y) is a function of the variables x and y, and has no dependence on z.
What makes a function?A function is a way two sets of values are linked: the input and the output. The function tells us what output value corresponds to each input value.
In function, each input has only one output, so it's like a rule that tells us exactly what to do with the input to get the output.
This rule can be written using Mathematical expressions, formulas, or algorithms to follow.
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Find the parametric equations and symmetric equations for the line of intersection of the planes x + 2y + 3z = 1 and x - y + z = 1
The line of intersection between the planes x + 2y + 3z = 1 and x - y + z = 1 can be described by the parametric equations x = 1 - t, y = t, and z = t. The symmetric equations for this line are (x - 1)/-1 = (y - 0)/1 = (z - 0)/1.
To find the parametric equations for the line of intersection between the given planes, we need to solve the system of equations formed by the two planes. We can start by eliminating one variable, say x, by subtracting the second equation from the first equation:
(x + 2y + 3z) - (x - y + z) = 1 - 1
3y + 2z = 0
This equation represents a plane parallel to the line of intersection. Now we can express y and z in terms of a parameter, let's call it t. Let y = t, then we can solve for z:
3t + 2z = 0
z = -3/2t
Substituting y = t and z = -3/2t back into one of the original equations, we get:
x + 2t + 3(-3/2t) = 1
x + 2t - (9/2)t = 1
x = 1 - t
Therefore, the parametric equations for the line of intersection are x = 1 - t, y = t, and z = -3/2t. These equations describe the line as a function of the parameter t.
The symmetric equations describe the line in terms of the differences between the coordinates of any point on the line and a known point. Taking the point (1, 0, 0) on the line, we can write:
(x - 1)/-1 = (y - 0)/1 = (z - 0)/1
This gives the symmetric equations for the line of intersection: (x - 1)/-1 = (y - 0)/1 = (z - 0)/1. These equations represent the relationship between the coordinates of any point on the line and the coordinates of the known point (1, 0, 0).
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find the derivative for part b
(b) y = sec5 () +1 C-1 E (5 points) Let f(x) = (x - 3)(h(x²))? Given that h(4) = 10 and W'(4) = 3, find f'(2).
The derivative of the function y = sec^5(x) + 1 is y' = 5sec^4(x)tan(x). Given the function f(x) = (x - 3)h(x^2) and the information h(4) = 10 and h'(4) = 3, the derivative f'(2) can be found by applying the product rule and evaluating it at x = 2.
To find the derivative of y = sec^5(x) + 1, we differentiate each term separately. The derivative of sec^5(x) is found using the chain rule and power rule, resulting in 5sec^4(x)tan(x). For the function f(x) = (x - 3)h(x^2), we can apply the product rule to differentiate it. Using the product rule, we have:
f'(x) = (x - 3)h'(x^2) + h(x^2)(x - 3)'
The derivative of (x - 3) is simply 1. The derivative of h(x^2) requires the chain rule, resulting in 2xh'(x^2). Simplifying further, we have:
f'(x) = (x - 3)h'(x^2) + 2xh'(x^2)
Given that h(4) = 10 and h'(4) = 3, we can evaluate f'(2) by plugging in x = 2 into the derivative expression:
f'(2) = (2 - 3)h'(2^2) + 2(2)h'(2^2)
= -h'(4) + 4h'(4)
= -3 + 4(3)
= -3 + 12
= 9.
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Find the vector x determined by the given coordinate vector (xlg and the given basis B. -4 2 B= [x]B B - 2 - 5 5 X= -8 (Simplify your answers.) Find the vector x determined by the given coordinate vector (xIg and the given basis 8. -2 5 1 BE [xle - 2 4 -1 0 -3 + X (Simplify your answers.) Find the change-of-coordinates matrix from B to the standard basis in R. 5 3 B= Ps 吕司
To find the vector x determined by the given coordinate vector [x]B and the basis B, we need to perform a matrix-vector multiplication.
Given coordinate vector [x]B = [-8]B and basis B:
B = [ -4 2 ]
[ -2 -5 ]
[ 5 1 ]
To find x, we multiply the coordinate vector [x]B by the basis B:
[x]B = B * x
[x]B = [ -4 2 ] * [-8]
[ -2 -5 ]
[ 5 1 ]
Performing the matrix multiplication:
[x]B = [ (-4*-8) + (2*0) ] = [ 32 ]
[ (-2*-8) + (-5*0) ] = [ 16 ]
[ (5*-8) + (1*0) ] = [ -40 ]
Therefore, the vector x determined by the given coordinate vector [x]B and basis B is:
x = [ 32 ]
[ 16 ]
[ -40 ]
Moving on to the next part of the question:
Given coordinate vector [x]E = [-2 4 -1 0 -3] and the basis E:
E = [ 8 ]
[ -2 ]
[ 5 ]
[ 1 ]
[ 0 ]
[ -3 ]
To find x, we multiply the coordinate vector [x]E by the basis E
[x]E = E * x
[x]E = [ 8 ] * [-2]
[ -2 ]
[ 5 ]
[ 1 ]
[ 0 ]
[ -3 ]
Performing the matrix multiplication:
[x]E = [ (8*-2) + (-2*0) + (5*0) + (1*0) + (0*0) + (-3*0) ] = [ -16 ]
[ (8*-2) + (-2*0) + (5*0) + (1*0) + (0*0) + (-3*0) ] = [ -16 ]
[ (8*-2) + (-2*0) + (5*0) + (1*0) + (0*0) + (-3*0) ] = [ -16 ]
[ (8*-2) + (-2*0) + (5*0) + (1*0) + (0*0) + (-3*0) ] = [ -16 ]
[ (8*-2) + (-2*0) + (5*0) + (1*0) + (0*0) + (-3*0) ] = [ -16 ]
[ (8*-2) + (-2*0) + (5*0) + (1*0) + (0*0) + (-3*0) ] = [ -16 ]
Therefore, the vector x determined by the given coordinate vector [x]E and basis E is:
x = [ -16 ]
[ -16 ]
[ -16 ]
[ -16 ]
[ -16 ]
[ -16 ]
Moving on to the final part of the question:
The change-of-coordinates matrix from basis B to the standard basis in R is denoted as P.
Given basis B:
B = [ 5 3 ]
[ -2 4 ]
[ -1 0 ]
[ -3 0 ]
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