98% Confidence Interval: The 98% confidence interval for B₁ is approximately (42.58, 53.42), indicating that we can be 98% confident that the true value of the coefficient falls within this range.
90% Confidence Interval: The 90% confidence interval for B₁ is approximately (45.05, 50.95), suggesting that we can be 90% confident that the true value of the coefficient is within this interval.
To construct a confidence interval for the coefficient B₁ at a 98% confidence level, we can use the t-distribution. Given the following values:
B₁ = 48 (coefficient estimate)
s = 4.3 (standard error of the coefficient estimate)
SS = 69 (residual sum of squares)
n = 11 (sample size)
The formula to calculate the confidence interval is:
Confidence Interval = B₁ ± t_critical * (s / √SS)
Degrees of freedom (df) = n - 2 = 11 - 2 = 9 (for a simple linear regression model)
Using the t-distribution table, for a 98% confidence level and 9 degrees of freedom, the t_critical value is approximately 3.250.
Plugging in the values:
Confidence Interval = 48 ± 3.250 * (4.3 / √69)
Calculating the confidence interval:
Lower Limit = 48 - 3.250 * (4.3 / √69) ≈ 42.58
Upper Limit = 48 + 3.250 * (4.3 / √69) ≈ 53.42
Therefore, the 98% confidence interval for B₁ is approximately (42.58, 53.42).
To construct a 90% confidence interval, we use the same method, but with a different t_critical value. For a 90% confidence level and 9 degrees of freedom, the t_critical value is approximately 1.833.
Confidence Interval = 48 ± 1.833 * (4.3 / √69)
Calculating the confidence interval:
Lower Limit = 48 - 1.833 * (4.3 / √69) ≈ 45.05
Upper Limit = 48 + 1.833 * (4.3 / √69) ≈ 50.95
Therefore, the 90% confidence interval for B₁ is approximately (45.05, 50.95).
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Use a cofunction to write an expression equal to sec 12 π 믐 sec 0 sin ☐cot - 12 = a X B ☐cos ☐tan sec csc Ś
To write the expression in the terms requested, you will subtract multiples of 2π from the argument to obtain an angle in the range [0, 2π].csc [-(23π/4)] = csc [(5π/4) - 2π] = -csc (5π/4)csc (3π/2) = -1,sec 12π - sec 0 = -csc (5π/4) - (-1) = -csc (5π/4) + 1.
To solve this problem, you need to know the cofunction identity which states that sec θ
= csc (π/2 - θ). The problem requires you to write an expression equal to sec 12π - sec 0.Using the cofunction identity above, sec 12π - sec 0
= csc [(π/2) - 12π] - csc [(π/2) - 0]
Since π radians is half of a circle, 12π is equivalent to 6 full circles. Therefore, [(π/2) - 12π] is equivalent to [(π/2) - 6(2π)]
= [(π/2) - 12π].π/2 is equal to 6π/4.
Thus, [(π/2) - 0]
= [(6π/4) - 0]
= (3π/2).Substituting the values in the equation above,sec 12π - sec 0
= csc [(π/2) - 12π] - csc [(π/2) - 0]
= csc [-(23π/4)] - csc (3π/2)
Note that the trigonometric function has period 2π. To write the expression in the terms requested, you will subtract multiples of 2π from the argument to obtain an angle in the range [0, 2π].csc [-(23π/4)]
= csc [(5π/4) - 2π]
= -csc (5π/4)csc (3π/2)
= -1,sec 12π - sec 0
= -csc (5π/4) - (-1)
= -csc (5π/4) + 1.
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You run a regression analysis on a bivariate set of data (n = 81), You obtain the regression equation y = = 0.5312+ 45.021 with a correlation coefficient of r = 0.352 (which is significant at a = 0.01
The regression equation for a bivariate set of data is y = 0.5312 + 45.021 with a correlation coefficient of r = 0.352 (significant at a = 0.01).
Regression analysis is a statistical technique used to determine the relationship between a dependent variable (y) and one or more independent variables (x).
The dependent variable is plotted on the y-axis, while the independent variable is plotted on the x-axis in a regression plot. Regression analysis can be used to forecast, compare, and evaluate outcomes.
A regression equation is a mathematical formula that summarizes the relationship between two variables. The regression equation obtained from the analysis is y = 0.5312 + 45.021.
It shows that for every unit increase in x, there will be an increase in y by 0.5312 units, and the baseline value of y will be 45.021.A correlation coefficient of r = 0.352 was obtained.
A correlation coefficient indicates the strength and direction of the relationship between two variables. A value of r = 1 indicates a perfect positive relationship, while a value of r = -1 indicates a perfect negative relationship. In this case, a positive relationship exists between the two variables as r > 0.
Summary: In conclusion, the regression analysis on the bivariate set of data obtained a regression equation of y = 0.5312 + 45.021 with a correlation coefficient of r = 0.352 (significant at a = 0.01). The regression equation shows that for every unit increase in x, y will increase by 0.5312 units, and the baseline value of y will be 45.021. Additionally, a positive relationship exists between the two variables as r > 0.
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pls help meee with this
The above given figures can be name in two different ways as follows:
13.)line WRS or SRW
14.) line XHQ or QHX
15.) line LA or AL
16.) Line UJC or CJU
17.) Line LK or KL
18.) line PXL or LXP
How to determine two different names for the given figures above?The names of a figure are gotten from the points on the figure. For example in figure 13, The names of the figure are WRS and SRW.
There are three points on the given figure, and these points are: point W, point R and point S, where Point R is between W and S.
This means that, when naming the figure, alphabet R must be at the middle while alphabets W and S can be at either sides of R.
Figure 13.)
The possible names of the figure are: WRS and SRW.
Figure 14.)
The possible names of the figure are: XHQ or QHX
Figure 15.)
The possible names of the figure are:LA or AL
Figure 16.)
The possible names of the figure are:UJC or CJU
Figure 17.)The possible names of the figure are:LK or KL
Figure 18.)
The possible names of the figure are:PXL or LXP.
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Use to evaluate ∫∫∫ _E xyz dv
where E lies between the spheres rho = 1 and rho = 2 and above the cone ϕ = π/3.
The final integral is:∫₀^² ∫₀^²π ρ⁹ cosθsinθ dθdρ= 49/80 [sin(2π/3) - sin(4π/3)] [2⁹ - 1⁹]≈ 1.24. Therefore, the required answer is 1.24.
The given integral is:
∫∫∫ _E xyz dv where E lies between the spheres rho = 1 and rho = 2 and above the cone ϕ = π/3.
To evaluate the given integral, we use cylindrical coordinates.
We know that the cylindrical coordinates are (ρ,θ,z).
Using cylindrical coordinates, we have:x = ρcosθy = ρsinθz = z
Thus, the given integral becomes ∫∫∫ _E ρ³cosθsinθz dρdθdz
We know that the region E lies between the spheres ρ = 1 and ρ = 2 and above the cone ϕ = π/3.
The equation of the cone is ϕ = π/3.
We convert this to cylindrical coordinates by using z = ρcosϕ and ϕ = tan⁻¹(z/ρ)sin(π/3) = √3/2tan⁻¹(z/ρ)
Thus, the cone is given by the inequality tan⁻¹(z/ρ) ≥ √3/2ρ ≥ 1The boundaries for the remaining variables are θ = 0 to 2π and ρ = 1 to 2.
Thus, the integral becomes:
∫₀^² ∫₀^²π ∫_(√3ρ/2)^(2ρ) ρ⁵cosθsinθz dzdθdρ
Evaluating the integral we get:
∫₀^² ∫₀^²π [z²ρ⁵cosθsinθ/2]_(√3ρ/2)^(2ρ) dθdρ= ∫₀^² ∫₀^²π 7ρ⁹/4 cosθsinθ dθdρ= 7/4 ∫₀^² ∫₀^²π ρ⁹ cosθsinθ dθdρ
We can easily evaluate the integral above using integration by parts.
We have to use integration by parts twice.
The final integral is:∫₀^² ∫₀^²π ρ⁹ cosθsinθ dθdρ= 49/80 [sin(2π/3) - sin(4π/3)] [2⁹ - 1⁹]≈ 1.24.
Therefore, the required answer is 1.24.
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Conclusion: The oldest living person is 119 years old. Evidence:
I am currently taking a class on gerontology, the study of aging.
My professor, who has a PhD in gerontology has assigned us a
variety
Gerontology is the study of aging, including the physical, psychological, and social effects of aging. The conclusion you have provided states that the oldest living person is 119 years old.
Evidence, on the other hand, includes the following:
You are currently taking a class on gerontology, the study of aging.
Your professor has a PhD in gerontology and has assigned you a variety of tasks.
In this context, the evidence provided does not directly support the conclusion that the oldest living person is 119 years old.
However, it provides context to the subject matter and suggests that the information regarding aging and age-related research is being taught and discussed in a learning environment.
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Consider the function f(t) defined for t∈R f(t)={4t+6f(t+7)0≤t<7 for all t Note: the same function is studied in Questions 3 and 4. This allows you to partially crosscheck your answers but you must use the appropriate methods for each question, namely standard (trigonometric) Fourier series methods for Question 3, and complex Fourier series methods for Question 4. Zero marks will be awarded for any answer without the appropriate working. (a) [20 marks] Determine the complex Fourier series of f(t). (b) [10 marks] From your expression for the complex Fourier series, determine the trigonometric Fourier series of f(t).
(a) The complex Fourier series of f(t) is given by:
f(t) = ∑[c_n * exp(i * n * ω * t)]
where c_n represents the complex Fourier coefficients and ω is the fundamental frequency.
(b) The trigonometric Fourier series of f(t) can be obtained by separating the real and imaginary parts of the complex Fourier series and expressing them in terms of sine and cosine functions.
(a) To determine the complex Fourier series of f(t), we need to find the complex Fourier coefficients, c_n. We can use the given recursive definition of f(t) to derive a relationship for the coefficients.
Let's start by considering the interval 0 ≤ t < 7. In this interval, the function f(t) can be expressed as:
f(t) = 4t + 6f(t + 7)
Since f(t + 7) represents the same function shifted by 7 units to the right, we can rewrite the above equation as:
f(t + 7) = 4(t + 7) + 6f(t + 14)
Now, substituting this expression back into the original equation, we have:
f(t) = 4t + 6[4(t + 7) + 6f(t + 14)]
Expanding further, we get:
f(t) = 4t + 24(t + 7) + 36f(t + 14)
Simplifying this equation, we have:
f(t) = 4t + 24t + 168 + 36f(t + 14)
Combining like terms, we obtain:
f(t) = 28t + 168 + 36f(t + 14)
Now, let's consider the interval 7 ≤ t < 14. In this interval, the function f(t) can be expressed as:
f(t) = 4t + 6f(t + 7)
Using a similar approach as before, we can rewrite this equation in terms of f(t + 7) and f(t + 14):
f(t) = 4t + 6[4(t + 7) + 6f(t + 14)]
Expanding and simplifying, we get:
f(t) = 4t + 24t + 168 + 36f(t + 14)
Notice that the equation obtained for the interval 7 ≤ t < 14 is the same as the one obtained for the interval 0 ≤ t < 7. This means that the recursive definition of f(t) repeats every interval of length 7.
Based on this observation, we can conclude that the complex Fourier series of f(t) will have periodicity 7, and the fundamental frequency ω will be given by ω = 2π/7.
Now, to find the complex Fourier coefficients c_n, we need to evaluate the integral:
c_n = (1/T) * ∫[f(t) * exp(-i * n * ω * t) dt]
where T is the period of the function (in this case, T = 7).
Substituting the expression for f(t) into the integral, we have:
c_n = (1/7) * ∫[(28t + 168 + 36f(t + 14)) * exp(-i * n * ω * t) dt]
This integral can be evaluated using standard integration techniques, and the resulting expression for c_n will depend on the value of n.
(b) From the expression obtained for the complex Fourier series of f(t), we can separate the real and imaginary parts to obtain the trigonometric Fourier.
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find the slope of the curve y=x2−4x−5 at the point p(3,−8) by finding the limit of the secant slopes through point p
To find the slope of the curve [tex]y=x^2-4x-5[/tex] at the point P(3,-8) using the limit of the secant slopes, we need to calculate the slope between P and nearby point on curve as distance between points approaches zero.
The slope of a curve at a specific point can be approximated by calculating the slope of a secant line that passes through that point and a nearby point on the curve. In this case, we are interested in finding the slope at point P(3,-8). Let's choose another point on the curve, Q, with coordinates (x, y). The slope of the secant line passing through points P and Q is given by (y - (-8))/(x - 3). To find the slope of the curve at point P, we need to calculate the limit of this expression as the point Q approaches P.
To do this, we substitute the equation of the curve, [tex]y=x^2-4x-5[/tex], into the expression for the slope of the secant line. We have (x^2-4x-5 - (-8))/(x - 3). Simplifying this expression gives [tex](x^2-4x+3)/(x-3)[/tex]. Taking the limit of this expression as x approaches 3, we get [tex](3^2-4(3)+3)/(3-3)[/tex], which becomes (9-12+3)/0. Since we have a 0 in the denominator, we cannot directly evaluate the limit. However, this form suggests that we have a factor of (x-3) in both the numerator and denominator. Factoring the numerator further gives ((x-3)(x-1))/(x-3). Canceling out the common factor (x-3), we are left with (x-1). Substituting x=3 into this expression gives the slope of the curve at point P as (3-1), which is equal to 2.
Therefore, the slope of the curve [tex]y=x^2-4x-5[/tex] at point P(3,-8) is 2.
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The 40-ft-long A-36 steel rails on a train track are laid with a small gap between them to allow for thermal expansion. The cross-sectional area of each rail is 6.00 in2.
Part B: Using this gap, what would be the axial force in the rails if the temperature were to rise to T3 = 110 ∘F?
The axial force in the rails if the temperature were to rise to T3 = 110 ∘F is approximately 84 kips.
Given data: Length of A-36 steel rails = 40 ft
Cross-sectional area of each rail = 6.00 in².
The temperature of the steel rails increases from T₁ = 68°F to T₃ = 110°F.Multiply the coefficient of thermal expansion, alpha, by the temperature change and the length of the rail to determine the change in length of the rail:ΔL = alpha * L * ΔT
Where:L is the length of the railΔT is the temperature differencealpha is the coefficient of thermal expansion of A-36 steel. It is given that the coefficient of thermal expansion of A-36 steel is
[tex]6.5 x 10^−6/°F.ΔL = (6.5 x 10^−6/°F) × 40 ft × (110°F - 68°F)= 0.013 ft = 0.156[/tex]in
This is the change in length of the rail due to the increase in temperature.
There is a small gap between the steel rails to allow for thermal expansion. The change in the length of the rail due to an increase in temperature will be accommodated by the gap. Since there are two rails, the total change in length will be twice this value:
ΔL_total = 2 × ΔL_total = 2 × 0.013 ft = 0.026 ft = 0.312 in
This is the total change in length of both rails due to the increase in temperature.
The axial force in the rails can be calculated using the formula:
F = EA ΔL / L
Given data:
[tex]E = Young's modulus for A-36 steel = 29 x 10^6 psi = (29 × 10^6) / (12 × 10^3)[/tex]ksiA = cross-sectional area = 6.00 in²ΔL = total change in length of both rails = 0.312 inL = length of both rails = 80 ftF = (EA ΔL) / L= [(29 × 10^6) / (12 × 10^3) ksi] × (6.00 in²) × (0.312 in) / (80 ft)≈ 84 kips
Therefore, the axial force in the rails if the temperature were to rise to T3 = 110 ∘F is approximately 84 kips.
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Identify the function shown in this graph.
-54-3-2-1
5
132
-
-1
2345
1 2 3 4 5
A. y=-x+4
OB. y=-x-4
OC. y=x+4
OD. y=x-4
The equation of the line is y = -x + 6.Looking at the graph, we can observe that the line passes through the point (1, -5) and (5, -9), indicating a negative slope.
The slope of the line is -1, which matches the coefficient of -x in option OB. Additionally, the y-intercept of the line is -4, which matches the constant term in option OB.
Based on the given graph, it appears to be a straight line passing through the points (1, 5) and (5, 1).
To determine the equation of the line, we can calculate the slope using the formula:
m = (y₂ - y₁) / (x₂ - x₁)
Substituting the values (1, 5) and (5, 1):
m = (1 - 5) / (5 - 1)
m = -4 / 4
m = -1
We can also determine the y-intercept (b) by substituting the coordinates (1, 5) into the slope-intercept form equation (y = mx + b):
5 = -1(1) + b
5 = -1 + b
b = 6.
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Is the sequence arithmetic? If so, identify the common difference.
14, 21, 42, 77, ...
yes; 7
yes; –7
yes; 14
no
The sequence is not arithmetic as the difference between successive terms is not constant.14, 21, 42, 77, ...14 to 21 = 7, 21 to 42 = 21, 42 to 77 = 35.
Therefore, the sequence is not an arithmetic sequence. The definition of an arithmetic sequence is a sequence where each term is the sum or difference of the common difference. The common difference is the term-by-term difference in an arithmetic sequence, which is the same value. An arithmetic sequence is a sequence of numbers where each number is equal to the sum of the previous number and a constant difference.
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Recall that an angle making a full rotation measures 360 degrees or 2 radians. a. If an angle has a measure of 110 degrees, what is the measure of that angle in radians? radians Preview b. Write a formula that expresses the radian angle measure of an angle, in terms of the degree measure of that angle, d. Preview Submit Question 8. Points possible: 2 Unlimited attempts. Message instructor about this question Recall that an angle making a full rotation measures 360 degrees or 2 radians. a. If an angle has a measure of 2 radians, what is the measure of that angle in degrees? degrees Preview b. Write a formula that expresses the degree angle measure of an angle, d, in terms of the radian measure of that angle, 6. (Enter "theta" for Preview Get help: Video Submit Question 9. Points possible: 2 Unlimited attempts. Message instructor about this question
a) An angle of 110 degrees measure in radians is 110 * π/180.π = 2.094 radians (approximately).Therefore, 110° = 2.094 radians approximately.b) The formula that expresses the radian angle measure of an angle, in terms of the degree measure of that angle, d is given below:Degree Measure of an Angle, d = Radian Measure of an Angle, θ × 180/πWhere d is the degree measure of an angle and θ is the radian measure of an angle.
π radians = 180°Therefore, to convert radians to degrees, we use the formula:Degree Measure of an Angle, d = Radian Measure of an Angle, θ × 180/πWhere d is the degree measure of an angle and θ is the radian measure of an angle.6) The formula that expresses the degree angle measure of an angle, d, in terms of the radian measure of that angle is given below:Radian Measure of an Angle, θ = Degree Measure of an Angle, d × π/180Where d is the degree measure of an angle and θ is the radian measure of an angle.
π radians = 180°Therefore, to convert degrees to radians, we use the formula:Radian Measure of an Angle, θ = Degree Measure of an Angle, d × π/180Where d is the degree measure of an angle and θ is the radian measure of an angle.
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this is exercise.
Suppose that telephone calls arriving at a particular
switchboard follow a Poisson process with an average of 5 calls
coming per minute. What is the probability that up to a minute w
The probability that up to a minute w that there are 5 or fewer calls arriving at a particular switchboard that follows a Poisson process with an average of 5 calls coming per minute is 0.1512.
Here's the solution: Given that calls arriving at a particular switchboard follow a Poisson process with an average of 5 calls coming per minute.
Therefore,λ= 5 calls per minute Probability of 5 or fewer calls coming in a minuteP(X ≤ 5)= P(0) + P(1) + P(2) + P(3) + P(4) + P(5)Where P(X = x) is the probability of x calls coming in a minute using Poisson distribution= (e^(-λ)*λ^x)/x!Let us find the values of P(0), P(1), P(2), P(3), P(4), and P(5)
using Poisson distribution.P(0)= (e^(-5)*5^0)/0! = 0.006737947P(1)= (e^(-5)*5^1)/1! = 0.033689735P(2)= (e^(-5)*5^2)/2! = 0.084224339P(3)= (e^(-5)*5^3)/3! = 0.140373899P(4)= (e^(-5)*5^4)/4! = 0.175467374P(5)= (e^(-5)*5^5)/5! = 0.175467374
Thus, P(X ≤ 5) = 0.006737947 + 0.033689735 + 0.084224339 + 0.140373899 + 0.175467374 + 0.175467374= 0.6169606670
So, the probability that up to a minute w that there are 5 or fewer calls arriving at a particular switchboard that follows a Poisson process with an average of 5 calls coming per minute is 0.616960667.The probability that there are no calls, P(0), was computed. The final result should be P(X≤5) which was correctly computed.
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You have created a 95% confidence interval for μ with the result
20 ≤ μ ≤ 25. What decision will you make if you test H0: μ=30
versus H1: μ≠30 at α = 0.05?
Do not reject H0 in favour
The population mean to fall within the 95% confidence interval (20 to 25). Since 30 is within this range, we do not have sufficient evidence to reject the null hypothesis.
If the 95% confidence interval for the population mean (μ) is given as 20 ≤ μ ≤ 25, and we are testing the null hypothesis (H0: μ = 30) against the alternative hypothesis (H1: μ ≠ 30) at a significance level of α = 0.05, the decision would be:
Do not reject H0 in favor of H1.
Here's the reasoning behind this decision:
In hypothesis testing, the null hypothesis represents the default assumption or claim, while the alternative hypothesis represents the claim we are trying to find evidence for. The significance level (α) determines the threshold for rejecting the null hypothesis.
If the null hypothesis is true (μ = 30 in this case), we would expect the population mean to fall within the 95% confidence interval (20 to 25). Since 30 is within this range, we do not have sufficient evidence to reject the null hypothesis.
In other words, the observed sample mean of 20 to 25 is within the range of values that we would expect to see if the true population mean is 30. Therefore, we do not have enough evidence to conclude that the true population mean is significantly different from 30, and we fail to reject the null hypothesis in favor of the alternative hypothesis.
It's important to note that the decision not to reject the null hypothesis does not prove that the null hypothesis is true. It simply suggests that the observed evidence is not strong enough to reject the null hypothesis at the specified significance level.
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t t:p3→p3 be the linear transformation satisfying t(1)=2x2+4, t(x)=4x−9, t(x2)=−4x2+x−6. find the image of an arbitrary quadratic polynomial ax2+bx+c. t(ax2+bx+c)= .
Therefore, the image of an arbitrary quadratic polynomial ax2+bx+c is -4a² + (b - 4c)x + (a - 4c)x² + 2ac - 9b - 6a
The transformation of the arbitrary quadratic polynomial is shown by the linear transformation t:
p3→p3 where p3 is the vector space of all quadratic polynomials of the form ax2+bx+c.
The transformation t satisfies t(1) = 2x2+4, t(x)
= 4x-9, and t(x2)
= -4x2+x-6.
Hence, we are to find the image of an arbitrary quadratic polynomial ax2+bx+c.
First, we write ax2+bx+c as a linear combination of {1,x,x2} such that:
ax2+bx+c = a(1) + b(x) + c(x2)
= (c-a) + bx + ax2
Then t(ax2+bx+c) = t[(c-a) + bx + ax2]
= t((c-a)(1) + bx(x) + ax2(x2))
= (c-a)t(1) + bt(x) + at(x2)
= (c-a)(2x2+4) + b(4x-9) + a(-4x2+x-6)
= 2ac - 4a^2 - 4ac - 9b + x(-4a+b) + x2(-4c+a)
= -4a^2 + (b-4c)x + (a-4c)x2 + 2ac - 9b - 6a, as required.
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In the United States, 45% of the population has type O blood. If you randomly select 50 people in the nation, what is the approximate probability that more than half will have type O blood?
The approximate probability that more than half of the randomly selected 50 people in the United States will have type O blood can be calculated using the binomial distribution. This involves determining the probability of getting more than 25 successes in 50 trials with a success rate of 45%.
To calculate the probability, we can use the binomial probability formula: P(X > 25) = 1 - P(X ≤ 25), where X represents the number of people with type O blood among the 50 selected.
Using this formula, we can calculate the cumulative probability of getting 25 or fewer successes in 50 trials, and then subtract it from 1 to get the probability of more than 25 successes. This can be done using statistical software or a binomial probability table.
Alternatively, we can approximate the probability using the normal approximation to the binomial distribution. With a large sample size (50) and a success rate not too close to 0 or 1, we can use the normal distribution to estimate the probability. We can calculate the mean and standard deviation of the binomial distribution and then use the properties of the normal distribution to find the probability of more than 25 successes.
It's important to note that the approximation using the normal distribution is valid when the sample size is sufficiently large. In this case, with 50 people randomly selected, it is reasonable to use the normal approximation.
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Write a compound inequality for the graph shown below. use x for your variable.
The compound inequality for the graph is given as follows:
x < -1 or x ≥ 2.
What are the inequality symbols?The four most common inequality symbols, and how to interpret them, are presented as follows:
> x: the amount is greater than x -> the number is to the right of x with an open dot at the number line. On the coordinate plane, these are the points above the dashed line y = x.< x: the amount is less than x. -> the number is to the left of x with an open dot at the number line. On the coordinate plane, these are the points below the dashed line y = x.≥ x: the amount is at least x. -> the number is to the right of x with a closed dot at the number line. On the coordinate plane, these are the points above the continuous line y = x.≤ the amount is at most x. -> the number is to the left of x with a closed dot at the number line. On the coordinate plane, these are the points below the continuous line y = x.The shaded regions are given as follows:
Left of x = -1 with an open interval: < -1.Right of x = 2 with a closed interval: x >= 2.Hence the inequality is given as follows:
x < -1 or x ≥ 2.
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List the data in the following stem-and-leaf plot. The leaf
represents the tenths digit.
14
1366
15
16
28
17
122
18
1
Based on the provided stem-and-leaf plot, the data can be listed as follows:
1 | 4
1 | 3 6 6
1 | 5
1 | 6
2 | 8
1 | 7
1 | 2 2
1 | 8
In a stem-and-leaf plot, the stems represent the tens digit, and the leaves represent the ones or tenths digit. Each entry in the plot corresponds to a value.
For example, "1 | 4" represents the value 14, and "1 | 3 6 6" represents the values 13.6, 13.6, and 13.6.
The data in the stem-and-leaf plot consists of the following values: 14, 13.6, 13.6, 13.6, 15, 16, 28, 17, 12.2, 12.2, 18.
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Problem # 1: (10pts) If P(A) = 0.3 and P(B) = 0.2 and P(An B) = 0.1. Determine the following probabilities: a) P(A¹) b) P(AUB) c) P(A'n B) d) P(An B') e) P(AUB') f) P(A' UB)
In this problem, we are given probabilities for events A and B, as well as the probability of their intersection (A ∩ B). Using this information, we can calculate the probabilities of various combinations of these events.
a) P(A') represents the probability of event A not occurring. We can find this by subtracting P(A) from 1, since the sum of probabilities for all possible outcomes must equal 1. Therefore, P(A') = 1 - P(A) = 1 - 0.3 = 0.7.
b) P(AUB) represents the probability of either event A or event B (or both) occurring. We can calculate this by adding the individual probabilities of A and B and subtracting the probability of their intersection. Using the given values, P(AUB) = P(A) + P(B) - P(A ∩ B) = 0.3 + 0.2 - 0.1 = 0.4.
c) P(A'n B) represents the probability of event A' (not A) occurring and event B occurring. This can be calculated by multiplying the probability of A' (0.7) with the probability of B (0.2), resulting in P(A'n B) = 0.7 * 0.2 = 0.14.
d) P(An B') represents the probability of event A occurring and event B not occurring. We can calculate this by multiplying the probability of A (0.3) with the probability of B' (1 - P(B) = 1 - 0.2 = 0.8), resulting in P(An B') = 0.3 * 0.8 = 0.24.
e) P(AUB') represents the probability of event A or event B' (the complement of B) occurring. We can calculate this by adding the individual probabilities of A and B' (1 - P(B) = 0.8), resulting in P(AUB') = P(A) + P(B') = 0.3 + 0.8 = 1.1.
f) P(A' UB) represents the probability of event A' (not A) occurring or event B occurring. This can be calculated by adding the individual probabilities of A' and B, resulting in P(A' UB) = P(A') + P(B) = 0.7 + 0.2 = 0.9.
By applying the given probabilities and using basic rules of probability, we can determine the desired probabilities for each case.
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Determine the MAD of the set of the data without the outlier.88, 85, 90, 35, 75, 99, 100, 77, 76, 92, 82
o 81.7
o 11.6
o 86.4
o 7.4
The formula for determining the MAD is as follows: [tex]\[MAD=\frac{\sum_{i=1}^n|x_i-\bar{x}|}{n}\]where x[/tex]is the data set, and \[tex][\bar{x}=\frac{\sum_{i=1}^n{x_i}}{n}\][/tex] represents the average of the data set.
In this case, we are supposed to determine the MAD of the set of data without the outlier. The data without the outlier is as follows:88, 85, 90, 75, 99, 100, 77, 76, 92, 82First, we need to calculate the mean of the data set without the outlier.88, 85, 90, 75, 99, 100, 77, 76, 92, 82Add all the values: [tex]\[MAD=\frac{\sum_{i=1}^n|x_i-\bar{x}|}{n}\]where x[/tex]
Divide the sum by the total number of values: [tex]\[\frac{854}{10}=85.4\][/tex]This means the mean of the data set without the outlier is 85.4.
set. Substituting in our values: \[\begin{aligned} [tex]MAD&=\frac{\sum_{i=1}^n|x_i-\bar{x}|}{n} \\ &=\frac{(88-85.4)+(85-85.4)+(90-85.4)+(75-85.4)+(99-85.4)+(100-85.4)+(77-85.4)+(76-85.4)+(92-85.4)+(82-85.4)}{10} \\ &=\frac{23.6+0.4+4.6-10.4+13.6+14.6-8.4-9.4+6.6-3.4}{10} \\ &=\frac{42.2}{10} \\ &=4.22 \end{aligned}\[/tex]Therefore, the MAD of the set of data without the outlier is 4.22. Thus, the correct option is o) 7.4.
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The variables a, b, and c represent polynomials where a = x^2, b = 3x^2, and c = x - 3. What is ab - c^2 in simplest form?
a. -8x^2 + 6x - 9
b. 8x^2 - 6x + 9
c. -2x^2 + 6x - 9
d. 2x^2 - 6x + 9
So, [tex]ab - c^2[/tex] is [tex]3x^4 - x^2 + 6x - 9[/tex], and this is in its simplest form.
A polynomial is defined as an expression which is composed of variables, constants and exponents, that are combined using mathematical operations such as addition, subtraction, multiplication and division .
The given variables a, b, and c represent polynomials where
a = [tex]x^2[/tex],
b = [tex]3x^2[/tex], and
c = x - 3.
We have to find [tex]ab - c^2[/tex] in simplest form.
Therefore,The value of ab is
[tex](x^2)(3x^2) = 3x^4[/tex]
and the value of [tex]c^2[/tex] is [tex](x - 3)^2 = x^2 - 6x + 9[/tex]
Hence, [tex]ab - c^2[/tex] is [tex]3x^4 - x^2 + 6x - 9[/tex], and this is in its simplest form.
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To solve the separable differential equation dydx+ycos(x)=2cos(x), we must find two separate integrals: ∫ dy= and ∫ dx= Solving for y we get that y= (you must use k as your constant) and find the particular solution satisfying the initial condition y(0)=−8.
So the solution to the differential equation, with the initial condition [tex]y(0) = -8, is y = ±8e^{(sin(x)).[/tex]
To solve the separable differential equation dy/dx + ycos(x) = 2cos(x), we will integrate both sides separately.
First, let's integrate ∫ dy:
∫ dy = ∫ (2cos(x) - ycos(x)) dx
Integrating ∫ dy gives us:
y = ∫ (2cos(x) - ycos(x)) dx
Now, let's integrate ∫ dx:
∫ dx = ∫ dx
Integrating ∫ dx gives us:
x + C
Combining the two integrals, we have:
y = ∫ (2cos(x) - ycos(x)) dx + C
Next, we will solve for y. Distributing the integral:
y = ∫ 2cos(x) dx - ∫ ycos(x) dx + C
Integrating ∫ 2cos(x) dx gives us:
y = 2sin(x) - ∫ ycos(x) dx + C
Now, let's solve for ∫ ycos(x) dx. This involves solving a separable differential equation.
Rearranging the equation, we have:
dy = ycos(x) dx
Dividing both sides by ycos(x), we get:
1/y dy = cos(x) dx
Integrating both sides, we have:
∫ 1/y dy = ∫ cos(x) dx
ln|y| = sin(x) + k
Taking the exponential of both sides, we have:
[tex]|y| = e^{(sin(x)} + k)[/tex]
Since we have an absolute value, we consider two cases: y > 0 and y < 0.
For y > 0:
y = (sin(x) + k)
For y < 0:
y = -(sin(x) + k)
Combining both cases, we have:
y = (sin(x) + k)
Now, we will find the particular solution that satisfies the initial condition y(0) = -8.
Substituting x = 0 and y = -8 into the equation:
-8 = (sin(0) + k)
-8 = (0 + k)
-8 = k
Taking the natural logarithm of both sides:
ln|-8| = ln|
ln|-8| = k
Therefore, the particular solution that satisfies the initial condition y(0) = -8 is:
y = (sin(x) + ln|-8|)
Simplifying further, we have:
y = (sin(x))
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The particular solution satisfying the initial condition y(0) = -8 is y = (1 - y)sin^2(x) - 8
To solve the separable differential equation dy/dx + ycos(x) = 2cos(x), we can follow the steps as mentioned:
Separate the variables.
dy = (2cos(x) - ycos(x))dx
Integrate both sides with respect to their respective variables.
∫ dy = ∫ (2cos(x) - ycos(x))dx
Integrating the left side:
y = ∫ (2cos(x) - ycos(x))dx
To integrate the right side, we need to use the substitution method. Let's assume u = sin(x), then du = cos(x)dx:
y = ∫ (2cos(x) - ycos(x))dx
= ∫ (2u - yu)du
= 2∫ u - yu du
= 2(∫ u du - y∫ u du)
= 2(u^2/2 - yu^2/2) + C
= u^2 - yu^2 + C
= sin^2(x) - ysin^2(x) + C
Simplifying the equation, we get:
y = (1 - y)sin^2(x) + C
Apply the initial condition.
We have y(0) = -8. Substituting x = 0 and y = -8 into the equation, we can solve for the constant C:
-8 = (1 - (-8))sin^2(0) + C
-8 = 9(0) + C
C = -8
Therefore, the particular solution satisfying the initial condition y(0) = -8 is:
y = (1 - y)sin^2(x) - 8
This is the solution to the given differential equation with the given initial condition.
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The followings are the measurements used in a survey on 50 households in Malaysia. The self- worth and financial satisfaction variables have different types of scale. Check also the coding in the data file (please copy the data file given) before answering the questions. REGION STRATA RACE URBAN/RURAL MALAY/CHINESE/INDIAN NORTH/EAST/ CENTRAL/SOUTH C | SELF-WORTH 1 1 2 | 3 | 4 | 5 disagree neutral agree Strongly Strongly disagree agree 1. I take a positive attitude toward 1 2 3 5 myself 2. I am a person of worth 3 4 5 3. 1 3 4 5 I am able to do things as well as other people 4. 2 3 4 5 As a whole, I am satisfied with myself F. FINANCIAL 1 | 2 | 3 | 4 | 5 | 6 | 7 SATISFACTION. I am .... Very dissatisfied Very satisfied 1. satisfied with savings level 1 7 2. satisfied with debt level 1 4 3. 1 4 5 6 satisfied with current financial situation 4. 1 2 3 4 5 6 satisfied with ability to meet long-term goals 5. satisfied with preparedness 1 2 3 4 5 6 to meet emergencies 6. 1 2 3 4 5 6 7 satisfied with financial management skills a. In the SPSS, compute the total score for both variables separately. Using the total scores, explore the data for each variable to determine the descriptive (including the skewness and kurtosis), outliers and percentiles statistics. Display the total scores in the form of stem-and-leaf and histogram plots (check (✓) also the normality plots with test box to determine the normality of the total score). i. What are the values for the means, standard deviation and interquartile range? What are the values for the percentiles and extreme values for each variable? Explain the results whether the data for each variable are normally distributed or not normally distributed. 222 333 22 4 A A 40 40 40 5 5 66 77 7 7
Given a table with variables SELF-WORTH and FINANCIAL SATISFACTION and the corresponding responses: SELF-WORTH:
1. I take a positive attitude toward myself
2. I am a person of worth
3. I am able to do things as well as other people
4. As a whole, I am satisfied with myself FINANCIAL SATISFACTION. I am ….1. satisfied with savings level 2. satisfied with debt level 3. satisfied with current financial situation4. satisfied with the ability to meet long-term goals5. satisfied with preparedness to meet emergencies 6. satisfied with financial management skills For the SPSS, calculate the total score for both variables separately. Explore the data for each variable to determine the descriptive (including the skewness and kurtosis), outliers, and percentiles statistics. Display the total scores in the form of stem-and-leaf and histogram plots (check (✓) also the normality plots with test box to determine the normality of the total score). Mean is one of the measures of central tendency, which is calculated by summing up all the observations and dividing the sum by the total number of observations. The formula is given below: Mean = Σx / N Where Σx = Sum of all observations; N = Total number of observations For SELF-WORTH: The stem-and-leaf plot for the SELF-WORTH variable is given below:11 2 | 2233 | 30 4 | 04 5 | 5 6 77 | 7 7The histogram plot for SELF-WORTH variable: Descriptive Statistics are as follows: Descriptive Statistics | SELF-WORTH Mean | 3.60Standard Deviation | 0.729Variance | 0.531Skewness | 0.040Kurtosis | -1.403The Interquartile Range (IQR) is the distance between the 75th percentile (Q3) and the 25th percentile (Q1) of the data set. It is used to identify how data is spread out from the median value. The formula for IQR is given below: IQR = Q3 – Q1For SELF-WORTH:IQR = Q3 – Q1 = 4 – 3 = 1. The percentiles and extreme values are given in the following table: Percentiles | SELF-WORTH | FINANCIAL SATISFACTION25% | 3 | 130% | 4 | 160% | 4 | 175% | 4 | 190% | 4 | 1100% | 5 | 7
The above graph and statistical measures suggest that the SELF-WORTH variable is normally distributed because the skewness is close to zero and the kurtosis value is less than three. For FINANCIAL SATISFACTION: The stem-and-leaf plot for FINANCIAL SATISFACTION variable is given below:1 | 177 | 04 5 | 5 6 7 The histogram plot for FINANCIAL SATISFACTION variable: Descriptive Statistics are as follows: Descriptive Statistics | FINANCIAL SATISFACTION Mean | 3.50 Standard Deviation | 1.965Variance | 3.862Skewness | 0.000Kurtosis | -1.514 The Interquartile Range (IQR) is the distance between the 75th percentile (Q3) and the 25th percentile (Q1) of the data set. The formula for IQR is given below: IQR = Q3 – Q1For FINANCIAL SATISFACTION:IQR = Q3 – Q1 = 5 – 3 = 2The percentiles and extreme values are given in the following table: Percentiles | SELF-WORTH | FINANCIAL SATISFACTION25% | 1 | 150% | 2 | 275% | 4 | 390% | 4 | 5100% | 7 | 7The above graph and statistical measures suggest that the FINANCIAL SATISFACTION variable is not normally distributed because the skewness is equal to zero but the kurtosis value is less than three.
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Choose the statement that best translates the following
operation into words:
(x +
20)2
a. None of the options
b. The sum of all x values, squared, then add
20 c. All x values plus 20
The statement that best translates the operation (x + 20)² into words is "The sum of all x values, squared, then add 20". Hence, option b) is the correct answer.
We can solve this problem by applying the formula for a binomial squared, which is (a + b)² = a² + 2ab + b².
In this case, a = x and b = 20, so we have:(x + 20)² = x² + 2(x)(20) + 20² = x² + 40x + 400
Therefore, the statement that best translates the operation (x + 20)² into words is :
"The sum of all x values, squared, then add 20".
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10 (30 points): Suppose calls coming into a call center come in at an average rate of 2 calls per minute. We model their arrival by a Poisson arrival process. Let X be the amount of time until the fir
The probability that the time until the first call is less than or equal to t minutes in a Poisson arrival process with an average rate of 2 calls per minute.
To find the probability that the time until the first call is less than or equal to t minutes, we can use the exponential distribution, which is often used to model the time between events in a Poisson process. In this case, since the average arrival rate is 2 calls per minute, the parameter lambda of the exponential distribution is also 2.
The probability that the time until the first call is less than or equal to t minutes can be calculated using the cumulative distribution function (CDF) of the exponential distribution. The formula for the CDF is P(X ≤ t) = 1 - e^(-lambda * t), where lambda is the arrival rate and t is the time. Substituting lambda = 2 into the formula, we can compute the desired probability.
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Tall Pacific Coast redwood trees (Sequoia sempervirens) can reach heights of about 100 m. If air drag is negligibly small, how fast is a sequoia cone moving when it reaches the ground if it dropped from the top of a 100 m tree? Express your answer in meters per second.
The sequoia cone will be moving at approximately 44.3 m/s when it reaches the ground.
When an object falls freely under the influence of gravity and air drag is neglected, it experiences constant acceleration due to gravity (9.8 m/s^2 near the Earth's surface). The final velocity (v) of the object can be determined using the equation:
v^2 = u^2 + 2as
where:
v = final velocity (unknown)
u = initial velocity (0 m/s, since the cone starts from rest)
a = acceleration due to gravity (-9.8 m/s^2, considering downward direction)
s = distance fallen (100 m, the height of the tree)
Rearranging the equation, we get:
v^2 = 0^2 + 2(-9.8)(100)
v^2 = 0 + (-1960)
v^2 = -1960
Since the velocity cannot be negative in this context, we take the positive square root:
v = √1960
v ≈ 44.3 m/s
Therefore, the sequoia cone will be moving at approximately 44.3 m/s when it reaches the ground.
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8. The moment generating function of X is given by Mx(t) = e4e¹-4 and that of W is given by Mw (t) = 2t. Assume also that X and W are independent. Compute 2-et (a) P(W + 2X = 3), (b) E(XW).
To compute the desired probabilities and expectations, we can use the moment generating functions and the properties of independent random variables.
(a) P(W + 2X = 3):
Since X and W are independent random variables, their moment generating functions can be multiplied together.
Mx(t) = e^(4e^(t-4))
Mw(t) = 2t
To find the probability P(W + 2X = 3), we need to find the joint distribution of W and X. We can do this by taking the product of their moment generating functions and then finding the coefficient of the term e^(-t):
Mw(t) * Mx(2t) = (2t) * (e^(4e^(2t-4)))
Now, we can find P(W + 2X = 3) by evaluating the coefficient of e^(-t) in the resulting expression.
(b) E(XW):
To find the expected value E(XW), we need to take the derivative of the joint moment generating function with respect to t and evaluate it at t = 0. The resulting value will give us the expected value.
Differentiating the joint moment generating function:
d/dt [Mw(t) * Mx(2t)] = d/dt [(2t) * (e^(4e^(2t-4)))]
After differentiating, we evaluate the expression at t = 0 to obtain the expected value E(XW).
Please note that due to the complex form of the given moment generating functions, the calculations involved may require further simplification or approximation to obtain numerical results.
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For a standard normal distribution, find: P(Z > c) = 0.1023 Find c rounded to two decimal places. Question Help: Video 1 Video 2 Submit Question
The value of c rounded to two decimal places is 1.31.
The z-table provides the values of the standard normal distribution.
It shows the area from the left tail of the distribution up to a value of z.
Given: P(Z > c) = 0.1023
To find: c rounded to two decimal places
Formula used:
Z-score formula:
Z = (X - μ)/σ , Where,
X is the raw score,
μ is the population mean, and
σ is the population standard deviation.
If you have a value of z and want to find the area to its right, you need to subtract the value from 1 as the total area under the curve is 1.
Now, P(Z > c) = 0.1023 can be written as
P(Z < c) = 1 - P(Z > c)
= 1 - 0.1023
= 0.8977
Using z-score formula, P(Z < c) = 0.8977c
= μ + ZσZ = P(Z < c)
= 0.8977
Find the z-value from the z-table:
z = 1.31 (rounded to two decimal places)
Now, c = μ + Zσ
Let μ = 0 and
σ = 1c
= μ + Zσ
= 0 + 1.31
= 1.31 (rounded to two decimal places)
Therefore, the value of c rounded to two decimal places is 1.31.
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A clinical trial is conducted to compare an experimental medication to placebo to reduce the symptoms of asthma. Two hundred participants are enrolled in the study and randomized to receive either the experimental medication or placebo. The primary outcome is self-reported reduction of symptoms. Among 100 participants who received the experimental medication, 38 reported a reduction of symptoms as compared to 21 participants of 100 assigned to placebo. We need to generate a 95% confidence interval for our comparison of proportions of participants reporting a reduction of symptoms between the experimental and placebo groups.
What is the point estimate and 95% confidence interval for the ODDS RATIO of participants reporting a reduction of symptoms in the experimental condition as compared to the and placebo condition.
The point estimate of the odds ratio of participants reporting a reduction of symptoms in the experimental condition as compared to the placebo condition is 2.5 (or 2.48 rounded to two decimal places) with a 95% confidence interval of (1.28, 5.02).
Explanation:In this study, we need to calculate the point estimate and 95% confidence interval for the odds ratio of participants reporting a reduction of symptoms in the experimental medication group as compared to the placebo group. The odds ratio is used to compare the odds of an event occurring in one group to the odds of the same event occurring in another group.
In this case, we want to compare the odds of participants in the experimental medication group reporting a reduction of symptoms to the odds of participants in the placebo group reporting a reduction of symptoms.The odds of an event occurring is defined as the probability of the event occurring divided by the probability of the event not occurring.
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Elyas is on holiday in Greece
Since £78.75 is greater than £70, we can conclude that Elyas is incorrect in stating that the sunglasses cost less than £70.
To determine whether Elyas is wrong about the sunglasses costing less than £70, we can use the given exchange rate to convert the cost from euros to pounds.
Given:
Cost of sunglasses = €90
Exchange rate: €1 = £0.875
Step 1: Convert the cost of sunglasses from euros to pounds.
Cost in pounds = €90 × £0.875
Cost in pounds ≈ £78.75
Step 2: Compare the converted cost to £70.
£78.75 > £70
Since £78.75 is greater than £70, we can conclude that Elyas is incorrect in stating that the sunglasses cost less than £70.
By performing the conversion, we find that the cost of the sunglasses in pounds is approximately £78.75, which exceeds Elyas' claim of the sunglasses costing less than £70. Therefore, Elyas is mistaken, and the sunglasses are actually more expensive than he anticipated.
It is important to note that the approximation used in this calculation assumes that the exchange rate remains constant and does not account for additional charges or fees that may be associated with currency conversion. For precise calculations, it is recommended to use up-to-date exchange rates and consider any additional costs involved in the conversion.
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Prove that f(x)= x4 + 9x3 + 4x + 7 is o(x4)
The limit is not zero, we conclude that [tex]f(x) = x^4 + 9x^3 + 4x + 7[/tex] is not[tex]o(x^4)[/tex] as x approaches infinity.
To prove that [tex]f(x) = x^4 + 9x^3 + 4x + 7[/tex]is o([tex]x^4[/tex]) as x approaches infinity,
we need to show that the ratio [tex]\frac{f(x)}{x^4}[/tex] tends to zero as x becomes large.
Let's calculate the limit of [tex]\frac{f(x)}{x^4}[/tex] as x approaches infinity:
lim(x->∞)[tex][\frac{f(x)}{x^4}][/tex]
= lim(x->∞)[tex]\frac{ (x^4 + 9x^3 + 4x + 7)}{x^4}[/tex]
= lim(x->∞)[tex][1 + \frac{9}{x} + \frac{4}{x^3} + \frac{7}{x^4}][/tex]
As x approaches infinity, all the terms with[tex]\frac{1}{x},\frac {1}{x^3},[/tex] and [tex]\frac{1}{x^4}[/tex]tend to zero.
The only term that remains is 1.
Therefore, the limit is:
lim(x->∞) [tex][\frac{f(x)}{x^4}] = 1[/tex]
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