Using the normal distribution as an approximation for the binomial or Poisson distribution involves applying the characteristics of the normal distribution to approximate the behavior of these discrete distributions. This approximation is based on certain conditions and mathematical principles.
The normal distribution has finite tails, meaning that extreme values in the binomial or Poisson distribution may not be accurately captured by the normal approximation.
The normal distribution, also known as the Gaussian distribution, is a continuous probability distribution that is symmetric and bell-shaped. It is fully characterized by its mean (μ) and standard deviation (σ). On the other hand, the binomial distribution describes the probability of a certain number of successes in a fixed number of independent Bernoulli trials, while the Poisson distribution models the probability of a given number of events occurring in a fixed interval of time or space.
The decision to use the normal distribution as an approximation for the binomial or Poisson distribution relies on specific conditions. These conditions include having a large number of trials or observations and a moderate range of values. Additionally, the probability of success for each trial should be reasonably close to 0.5 for the binomial distribution or the mean should be sufficiently large for the Poisson distribution.
The approximation works due to the central limit theorem (CLT), which states that the sum or average of a large number of independent and identically distributed random variables will be approximately normally distributed, regardless of the shape of the original distribution. In the case of the binomial distribution, as the number of trials increases, the distribution becomes more symmetric and bell-shaped, resembling a normal distribution. Similarly, for the Poisson distribution, as the mean increases, the distribution also approaches a symmetric and bell-shaped form, making it suitable for approximation using the normal distribution.
The strengths of using the normal distribution as an approximation are its simplicity and ease of use. The normal distribution has well-defined properties and is widely understood and studied. It allows for the application of various statistical techniques, such as confidence intervals and hypothesis testing, that are based on the normal distribution. Additionally, the normal distribution has a straightforward parameterization with its mean and standard deviation, making it convenient for calculations and interpretations.
However, there are limitations and weaknesses to consider when using the normal distribution as an approximation. One limitation is that the approximation may not be accurate when the conditions for using the normal distribution are not met. For example, if the number of trials or observations is small, or if the probability of success for each trial is close to 0 or 1, the normal approximation may not provide accurate results.
Another weakness is that the approximation may introduce some error in the tails of the distribution. The normal distribution has finite tails, meaning that extreme values in the binomial or Poisson distribution may not be accurately captured by the normal approximation.
It is important to assess the appropriateness of using the normal distribution as an approximation based on the specific characteristics of the data and the objectives of the analysis. When the conditions are met, the normal approximation can be a useful tool for simplifying calculations and making inferences. However, when dealing with small sample sizes, extreme values, or distributions that deviate significantly from normality, alternative methods or distributions may be more appropriate.
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Help me with this pls Before 6 pm pst if you can or I will be sad
Answer:
its called um srry dont know
Step-by-step explanation:
Answer:
Step-by-step explanation:
a−6
−
3
a+6
−
a2
36−a2
=
−2a4−3a3+54a2+108a+648
−a4+72a2−1296
=
(−a−6)(a−6)(2a2+3a+18)
(−a−6)(a−6)(a+6)(a−6)
=
2a2+3a+18
a2−36
the area of a rectangle is (4x² - 100) and its width is (x + 5). find the length of the rectangle
Please help me as fast as possible! I really need help! I’ll mark as brainliest for correct answers. Please help me
The complete table for the function g(x) = 1/(x + 4) is
X g(x)
-8 -1/4
-6 -1/2
-4 Not defined
-2 1/2
0 1/4
2 1/6
4 1/8
6 1/10
8 1/12
How to complete the tableThe table is completed by substituting each value of x to g(x) and solving for g(x)
X g(x) = 1/(x + 4)
-8 1/(-8 + 4) = -1/4
-6 1/(-6 + 4) = -1/2
-4 Not defined (division by zero)
-2 1/(-2 + 4) = 1/2
0 1/(0 + 4) = 1/4
2 1/(2 + 4) = 1/6
4 1/(4 + 4) = 1/8
6 1/(6 + 4) = 1/10
8 1/(8 + 4) = 1/12
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If Erwin makes $23,440 a year, what does
he make each month?
Answer: 1,953
Step-by-step explanation:
23,440 divided by 12
Stacy spent £20 on ingredients for bread.
She made 15 loaves and sold them for £1.80 each.
Calculate her percentage profit.
Answer:
35
Step-by-step explanation:
1.8 * 15 = 27 total earning
27-20 = 7 profit
$ 7 profit / $20 cost = 0.35
0.35*100 = 35%
suppose r and s are relations on {a, b, c, d}, where r = {(a, b), (a, d), (b, c), (c, c), (d, a)} and s = {(a, c), (b, d), (d, a)} find the composition of relations for r ◦ s
To find the composition of relations r ◦ s, we need to determine the set of ordered pairs that satisfy the composition.
The composition r ◦ s is defined as follows:
r ◦ s = {(x, z) | there exists y such that (x, y) ∈ s and (y, z) ∈ r}
Let's calculate the composition:
For each pair (x, y) ∈ s, we check if there exists a pair (y, z) ∈ r that satisfies the condition. If so, we include (x, z) in the composition.
For (a, c) ∈ s:
There is no pair (y, z) ∈ r where (c, y) and (y, z) hold simultaneously. Therefore, (a, c) does not contribute to the composition.
For (b, d) ∈ s:
There is no pair (y, z) ∈ r where (d, y) and (y, z) hold simultaneously. Therefore, (b, d) does not contribute to the composition.
For (d, a) ∈ s:
There exists a pair (y, z) = (a, b) in r, where (a, y) and (y, z) hold simultaneously. Therefore, (d, b) contributes to the composition: (d, b).
Hence, the composition r ◦ s is {(d, b)}.
Therefore, the composition of relations r ◦ s is {(d, b)}.
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If you leave your house at 1:00 and get to your friends house at 5:00, what was your average speed
Help -crys- "pacman traveled 18 feet every 6 seconds. pacman's distance is proportional to time. (im not in high school im in middle school i dont know why it says that)
Constant of Proportionality
k=___
Based on the distance that Pacman traveled for every 6 seconds, and the distance being proportional to time, the Constant of Proportionality is 3.
How to find the constant of proportionality?The Constant of Proportionality shows how the quantity of a variable increases of decreases as the quantity of another related variable increases or decreases as well.
In the distance traveled by Pacman, the constant of proportionality can be found by the formula:
= Distance traveled / Time traveled
= 18 feet / 6 seconds
= 3 feet per second
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Simplify w4z8 ÷ w2y2z4.
Answer:
w^2z^4/y^2
Step-by-step explanation:
The defining characteristic of a representative sample is that it is selected in such a way as to assure that:
The defining characteristic of a representative sample is that it is selected in such a way as to assure that it accurately represents the larger population from which it is drawn.
In other words, a representative sample should possess similar characteristics, proportions, and attributes as the population it is intended to represent.
To achieve representativeness, the sample selection process should be carefully designed to minimize biases and ensure that every member of the population has an equal chance of being included in the sample. This typically involves using random sampling techniques, such as simple random sampling or stratified sampling, to eliminate any systematic patterns or favoritism in the selection process.
By obtaining a representative sample, researchers can make valid inferences and generalizations about the population based on the characteristics and findings observed in the sample. It allows them to draw conclusions that can be applied to the larger population with a certain degree of confidence.
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What is the quotient? 1 5/8÷(−1 3/5)
Answer:
-11/64
Step-by-step explanation:
In my opinion, decimals are easier to work with than fractions, so lets covert the fractions first.
1 5/8 = 1.625
-1 3/5 = -1.6
Now we can re-write the equation: 1.625÷(-1.6)
We can use a calculator to do this, since the math isn't easy.
1.625÷(-1.6)=-1.015625
Fraction form: -1 1/64
I'm not the best at this, please tell me if I'm wrong and I'll take it down :)
Good luck!!
What is the distance between A and B? Round your answer to the nearest tenth. (4 points) A coordinate plane is shown. Point A is located at negative 1, 5, and point B is located at 4, 1. A line segment connects the two points. ?
The distance between the 2 points A(-1, 5) and B(4, 1) is √41.
What is the distance?Distance is a measurement of how far apart two things or points are, either numerically or occasionally qualitatively. The distance can refer to a physical length in physics or to an estimate based on other factors in common usage.The length of the line connecting two places represents the distance between them. Subtracting the different coordinates will reveal the distance if the two points are on the same horizontal or vertical line.So, the diatence between A(-1, 5) and B(4, 1):
Formula: d=√((x2 – x1)² + (y2 – y1)²Now, calculate as follows:
d=√((x2 – x1)² + (y2 – y1)²d=√((4 – (-1))² + (1 – 5)²d=√(5)² + (-4)²d=√25 + 16d=√41Therefore, the distance between the 2 points A(-1, 5) and B(4, 1) is √41.
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You cook a pork roast in an oven for 2 hours and 45 minutes. Let $f(t)$ be the temperature (in degrees Fahrenheit) of the roast $t$ hours after being placed in the oven. Explain the meaning of each statement.
In linear equation, 2 hours and 45 minutes, the temperature of the pork roast is 165 ° F.
What in mathematics is a linear equation?
An algebraic equation with simply a constant and a first-order (linear) term, such as y=mx+b, where m is the slope and b is the y-intercept, is known as a linear equation.
Sometimes, the aforementioned is referred to as a "linear equation of two variables," where x and y are the variables.
The temperature of the pork roast is greater at 3 hours than at 2 hours and 45 minutes.
After 2 hours and 45 minutes, the temperature of the pork roast is 165 ° F.
f(a) = 67 the temperature of the pork roast is 67° F. When it is placed in the over .
f( 2.45 ) = the temperature of pork roast is 65° F when its done cooking.
f( 2.45 ) = the temperature of pork roast decrease between 2 hours and
45 min and 3 hours .
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what is mean absolute deviation (MAD) and how do I find it?
Steps to find MAD:
Step 1. Calculate mean(\(\overline{x}\)) of the data using formula: \(\overline{x}=\dfrac{\sum x}{n}\) , where x denotes data points and n is the number of data points.
Step 2. Calculate distance of each data point from mean :
Distance = \(|x-\overline{x}|\)
Step 3. Divide distance of each data point from mean by n:
MAD = \(\dfrac{\sum |x-\overline{x}|}{n}\) , which is the final computation to find MAD.
The table shows a proportional relationship.
x 15 9 21
y 5 3 7
Describe what the graph of the proportional relationship would look like.
A line passes through the point (0, 0) and continues through the point (15, 5).
A line passes through the point (0, 0) and continues through the point (7, 21).
A line passes through the point (0, 0) and continues through the point (5, 15).
A line passes through the point (0, 0) and continues through the point (3, 9).
PLS HELP
The statement that describes the graph of the proportional relationship is:
"A line passes through the point (0, 0) and continues through the point (15, 5)."
How the proportional relationship would look like?We have a proportional relationship defined by the following table:
x: 15, 8, 21
y: 5, 3, 7
Remember that a general proportional relationship is given by the formula:
y = k*x
Where k is the constant of proportionality.
If we take x = 0, we always get:
y = k*0
y = 0
So the line always passes through the point (0, 0).
And by using the information on the table, we also know that the line passes through (15, 5), (9,3) and (21, 7).
Then the correct option is:
"A line passes through the point (0, 0) and continues through the point (15, 5)."
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.................................
Answer:
c
Step-by-step explanation:
Using the sine ratio in the right triangle
sin q = \(\frac{opposite}{hypotenuse}\) = \(\frac{13}{15}\) , thus
∠ q = \(sin^{-1}\) (\(\frac{13}{15}\) ) = 60° → c
How many gallons each of 30% alcohol and 5% alcohol should be mixed to obtain 25gal of 25% alcohol?
Let x be the amount of the 30% alcohol and let y be the amount of 5% alcohol.
We want the total amount to by 25 gal, then we have:
\(x+y=25\)We also want the resulting mix to be 25% alcohol, this is 0.25 in decimal form; also we know that the first type of alcohol is 30% and the second is 5%, then we have:
\(\begin{gathered} 0.3x+0.05y=0.25(25) \\ 0.3x+0.05y=6.25 \end{gathered}\)Hence we have the system of equations:
\(\begin{gathered} x+y=25 \\ 0.3x+0.05y=6.25 \end{gathered}\)To solve the system we solve the first equation for y:
\(y=25-x\)then we plug this value of y in the second equation:
\(\begin{gathered} 0.3x+0.05(25-x)=6.25 \\ 0.3x+1.25-0.05x=6.25 \\ 0.25x=6.25-1.25 \\ 0.25x=5 \\ x=\frac{5}{0.25} \\ x=20 \end{gathered}\)Once we have the value of x we plug it in the expression we found for y:
\(\begin{gathered} y=25-20 \\ y=5 \end{gathered}\)Therefore, the mixture will have 20 gallons of 30% alcohol and 5 gallons of 5% alcohol.
what is 37x1000 plases help
Answer:
Step-by-step explanation: 37 times 1000 equals 37000 if you times anything by 1000 just add 2 zeros to the end
What two number give me a product of -204 but give me a sum of 28
Therefore , the solution of the given problem of unitary method comes out to be the two values are 12 and -17 .
An unitary method is what?This common convenience, already-existing variables, or all important elements from the original Diocesan malleable study that followed a particular methodology can all be used to achieve the goal. Both crucial elements will surely be missed if the phrase confirmation outcome does not occur, but if it does, it will be possible to contact the entity again.
Here,
We can commence by listing the factor pairs of 204 in order to find two numbers that have a product of -204 and a sum of 28:
=> 1 x 204 = 204
=> 2 x 102 = 204
=> 3 x 68 = 204
=> 4 x 51 = 204
=> 6 x 34 = 204
=> 12 x 17 = 204
Since the result is negative, we know that the signs of the two integers are the exact opposite. We also know that the bigger number must be positive and the smaller number must be negative because the sum is positive.
Therefore, 12 and -17 are the only factor couple that satisfy these requirements.
=> 12 x -17 = -204
=> 12 + (-17) = 28
The two values are 12 and -17 as a result.
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b. Express the general solution of the given system of equations in terms of real-valued functions. c. Describe the behavior of the solutions as t→[infinity]. 3. x′ = ( 1 -1) x
( 5 -3)
To find the general solution of the given system of equations, we can start by finding the eigenvalues and eigenvectors of the coefficient matrix.
The characteristic equation is:
|λ -1 | |5 -1 |
| | = | |
|-1 λ+3| |-5 3|
Expanding the determinant, we get:
(λ-1)(λ+3) + 5 = 0
Simplifying, we get:
λ^2 + 2λ + 8 = 0
Using the quadratic formula, we get the eigenvalues:
λ1 = -1 + √7i
λ2 = -1 - √7i
Since the coefficients are all real, the eigenvectors must come in complex conjugate pairs. Let's find the eigenvector corresponding to λ1:
( 1-λ1) (5 -1) (x1) (-2-√7i) (x1) a
(-1 3-λ1) ( -5 3) (x2) = ( 1 ) (x2) = -------
b b
where a and b are constants. Solving for x1 and x2, we get:
x1 = (-2-√7i)x2
x2 = 1
Therefore, the eigenvector corresponding to λ1 is:
v1 = (-2-√7i, 1)
Similarly, we can find the eigenvector corresponding to λ2:
v2 = (-2+√7i, 1)
The general solution of the system is then given by:
x(t) = c1 e^(λ1t) v1 + c2 e^(λ2t) v2
where c1 and c2 are constants determined by the initial conditions.
As t goes to infinity, we can see that the terms involving e^(λ1t) and e^(λ2t) will grow or decay depending on the sign of the real part of the eigenvalues. Since the real parts of both eigenvalues are negative (λ1 = -1+√7i has a negative real part of -1 and λ2 = -1-√7i has a negative real part of -1), both terms will decay as t goes to infinity. Therefore, the solutions of the system will approach zero as t goes to infinity.
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how large a sample is needed if we wish to be 96% confident that our sample proportion in the question (7) will be within 0.02 of the true fraction of the voting population.
The sample size for estimating the proportion is 2637.
Given,
How many people should be included in the sample if we want to have 96% confidence that our sample proportion will be within 0.02 of the true fraction of the voting population given the data?
E = 0.02
c = 96% = 0.96
\(\hat p\) or P = 0.5 (We have no idea about P, in this case, take P = 0.5)
\(\hat p\) = 1 - \(\hat p\) = 0.5
Now,
α = 1 - c = 1 - 0.96 = 0.04
α/2 = 0.04/2 = 0.02
⇒ α/2 = 2.054 (using z table)
The sample size for estimating the proportion is given by,
\(n = Z^2_\alpha _/_2P(1-P)/E^2\)
= (2.054/0.02)2 * 0.5 * 0.5
= 2636.8
= 2637
Hence, the size of sample is 2637.
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Which of these limit notations shows a vertical asymptote of the function shown in the graph?
The option that indicates the limit notation showing the horizontal asymptote of the graph is the option B : \(\lim_{x \to \infty} f(n)\)
What is an asymptote?
An asymptote is a line which as the input or output variables of a graph approaches infinity, it approaches the curve of the graph. The asymptote and the curve of the graph do not meet within a finite distance.
The horizontal asymptote is the line with equation y = b. The graph of the function approaches the horizontal asymptote as the x-value increases to +∞ or -∞
The value to which the function of the graph approaches as the value of x approaches +∞ or -∞ is the line y = 0, the function that indicates the horizontal asymptote is
Therefore, The correct option is option B : \(\lim_{x \to \infty} f(n)\)
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Suppose that X has a hypergeometric distribution with N = 100, n = 4, and K = 20. Determine the following: a. P(X = 1) b. P(X = 6) c. P(X = 4) d.
The probabilities for the hypergeometric distribution with the given parameters are:
a. P(X = 1) ≈ 0.000407
b. P(X = 6) = 0
c. P(X = 4) ≈ 0.098117
d. P(X = 0) ≈ 1.97e-05
What is probability?Probability is a measure of the likelihood of an event to occur. Many events cannot be predicted with total certainty.
To determine the probabilities for the hypergeometric distribution with the given parameters, we can use the following formula:
P(X = k) = (choose(K, k) * choose(N-K, n-k)) / choose(N, n)
where "choose(a, b)" represents the binomial coefficient, calculated as a! / (b! * (a - b)!)
Let's calculate the probabilities:
a. P(X = 1):
P(X = 1) = (choose(20, 1) * choose(100-20, 4-1)) / choose(100, 4)
= (20 * 80) / 3921225
≈ 0.000407
b. P(X = 6):
P(X = 6) = (choose(20, 6) * choose(100-20, 4-6)) / choose(100, 4)
= (38760 * 0) / 3921225
= 0
c. P(X = 4):
P(X = 4) = (choose(20, 4) * choose(100-20, 4-4)) / choose(100, 4)
= (4845 * 80) / 3921225
≈ 0.098117
d. P(X = 0):
P(X = 0) = (choose(20, 0) * choose(100-20, 4-0)) / choose(100, 4)
= (1 * 77) / 3921225
≈ 1.97e-05
Therefore:
a. P(X = 1) ≈ 0.000407
b. P(X = 6) = 0
c. P(X = 4) ≈ 0.098117
d. P(X = 0) ≈ 1.97e-05
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The complete question is:
Suppose that X has a hypergeometric distribution with N = 100, n = 4, and K = 20. Determine the following: a. P(X = 1) b. P(X = 6) c. P(X = 4) d. P(X = 0).
81 equals what of the power of 3
Answer:
531441
Step-by-step explanation:
Answer= The answer is 34=8194=6561
Which measurement is equivalent to 1 meter?
100 kilometers
100 centimeters
1,000 centimeters
1,000 kilometers
Answer:
100 centimeters
Step-by-step explanation:
Answer:
100 cm
Step-by-step explanation:
1 km = 1000 m
1 m = 100 cm
Answer: 100 cm
72
Evaluate the expression for = 3.
22 - 2
Answer:
uhm 22 - 2 = 20?
Step-by-step explanation:
Im confused what you're trying to say.
what is the measure of this angle
Answer:
135
Step-by-step explanation:
Depending on where you start, the protractor can read in different ways. Since the measure of this angle started from the left, you read the numbers at the top. If the measure would have started from the right, you read the numbers below.
A good rule of thumb is that if the angle appears to be greater than 90 degrees, or an obtuse angle, you would choose the only answer choice that is above 90 degrees.
Hope this helps!
answer please below!!!
Answer:
False because of the way your trionomial is setup
given 2 variables and you only have one
Step-by-step explanation:
The beginning cash was \( \$ 17,300 \). What is the amount of cash at the end of the period? Multiple Choice \[ \$ 35,600 \text {. } \] \[ \$ 43,300 \text {. } \] \( \$ 27,900 \) \( \$ 6,700 \)
Based on the provided multiple-choice options and the beginning cash amount of $17,300, none of the options align with a logical estimation of the cash at the end of the period.
We can analyze the multiple-choice options provided and make an educated guess based on the given information.
Option: $35,600
Assuming that there were no cash inflows or outflows during the period, this option suggests a significant increase in cash from the beginning. However, without any additional information, such a large increase cannot be justified.
Option: $43,300
Similar to the previous option, this suggests a substantial increase in cash. Without any supporting data or context, it is difficult to determine if such an increase is plausible.
Option: $27,900
This option implies a decrease in cash from the beginning. Again, without any information about cash outflows, it is uncertain if this decrease is accurate.
Option: $6,700
This option suggests a significant decrease in cash from the beginning. However, without any details about cash outflows or context, it is difficult to determine if this decrease is realistic.
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Help ASAP!!ill give brainliest