LetY1,Y2,Yn denote a random sample of size n from a population whose density is given by f(y)={αyα−1θα,0≤y≤θ0,elsewhere,where α>0 is a known, fixed value, but θ is unknown. Consider the estimator ˆθ=max(Y1,Y2,...Yn).(a) Show that ˆθ is a biased estimator for θ.(b) Find a multiple of ˆθ that is an unbiased estimator of θ.(c) Derive MSE(ˆθ).

Answers

Answer 1

(a) θ is a biased estimator for θ.

(b) (α+1)Y/α is an unbiased estimator of θ.

(c) MSE(θ) = αθ^2/[(α+1)^2(α+2)]

(a) To show that θ is a biased estimator for θ, we need to show that E(θ) ≠ θ.

Using the definition of the maximum function, we have

P(θ ≤ y) = P(Y1 ≤ y, Y2 ≤ y, ..., Yn ≤ y) = (F(y))^n

where F(y) is the cumulative distribution function of Y.

Differentiating both sides with respect to y, we get:

f(θ) = n(F(θ))^(n-1)f(θ)

Simplifying, we get

F(θ) = (1/n)^(1/(n-1))

Using this result, we can find the expected value of θ

E(θ) = ∫₀^∞ θf(θ)dθ = ∫₀^θ θαθ^α-1dθ = αθ/(α+1)

Thus, E(θ) ≠ θ, which means that θ is a biased estimator for θ.

(b) To find a multiple of θ that is an unbiased estimator of θ, we can use the method of moments.

We know that the population mean of Y is

μ = ∫₀^θ yf(y)dy = αθ/(α+1)

The sample mean is

Y = (Y1+Y2+...+Yn)/n

Equating these two expressions and solving for θ, we get

θ = (α+1)Y/α

Thus, (α+1)Y/α is an unbiased estimator of θ.

(c) The mean squared error (MSE) of θ can be written as

MSE(θ) = E[(θ - θ)^2]

Expanding the square and using the linearity of expectation, we have

MSE(θ) = E[θ^2] - 2θE[θ] + E[θ]^2

We already know that E[θ] = αθ/(α+1).

To find E[θ^2], we can use the fact that θ = max(Y1,Y2,...Yn)

P(θ ≤ y) = P(Y1 ≤ y, Y2 ≤ y, ..., Yn ≤ y) = (F(y))^n

Differentiating both sides with respect to y, we get

f(θ) = n(F(θ))^(n-1)f(θ)

Using this result, we can find E[θ^2]

E[θ^2] = ∫₀^∞ θ^2f(θ)dθ = ∫₀^θ θ^2αθ^α-1dθ = αθ^2/(α+2)

Substituting these expressions into the MSE formula, we get

MSE(θ) = αθ^2/(α+2) - 2θ(αθ/(α+1)) + (αθ/(α+1))^2

Simplifying, we get

MSE(θ) = αθ^2/[(α+1)^2(α+2)]

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Related Questions

A marine biologist measured one dish that was 1 1/4 of a foot and a second fish that was 3/4 of a foot long. How much longer was the first fish

Answers

Answer:

1/3 foot longer

Step-by-step explanation:

2/3-1/3=1/3

QUESTION 1 Determine the general solution of: 2 sin x. cos x = COS X​

Answers

Starting with the given equation: 2 sin x cos x = cos x

By dividing both sides by cos x, we may simplify: 2 sin x = 1

Dividing both sides by 2:

sin x = 1/2

The values of x that fulfil sin x = 1/2 must now be found, and they are:

x = π/6 + 2πn or x = 5π/6 + 2πn, where n is any integer.

Therefore, the general solution is:

x = π/6 + 2πn or

x = 5π/6 + 2πn, where n is any integer.

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BRAINLIEST!! What’s 36.3 square root ?

Answers

Answer:

6.02

Step-by-step explanation:

What is 8c + c = , is it 8cc, 9c, 8c2, 8c

Answers

Answer:

9c

Step-by-step explanation:

if you take 8c and add another c, it equals 9c

Answer:

9C

Step-by-step explanation:

Find x in the given figure.

Find x in the given figure.

Answers

If s and t are both parallel and l and m are parallel, then x is equal to the angles labeled “6”; “5” and “1”.
So let’s calculate “6”: 180° - 55° = 125°

Therefore x = 125°

margo borrows $900.00 and must pay it back with 6% interest after 7 months. what is the total amount margo will pay back ?

Answers

Answer:

$954

Step-by-step explanation:

6% = 0.06

Adding 1 to the interest makes it so it’s added to the original amount.

$900 x 1.06 = $954

What is the answer to the question??

What is the answer to the question??

Answers

Answer:you need to show the diagram in order for me to

Step-by-step explanation:

The factory wants you to build a box that will hold twice as many cubes. What are the dimensions of a box that contains two times as many cubes as a box that is 2 by 3 by 5? Write the dimensions and explain how you found the answer.

Answers

A box that contains two times as many cubes as a box that is 2 by 3 by 5 can have dimensions of 2 by 3 by 10.

What is Three dimensional shape?

a three dimensional shape can be defined as a solid figure or an object or shape that has three dimensions—length, width, and height.

A box that is 2 by 3 by 5 has a total of 2 x 3 x 5 = 30 cubes. To build a box that will hold twice as many cubes, we need to find the dimensions that will give a total of 60 cubes.

Let's assume the dimensions of the new box are x, y, and z. Then, we have:

xyz = 60

We can express one of the variables in terms of the other two.

z = 60 / (xy)

Substitute this in above equation.

xy60/xy=60

60=60

This is true for any values of x and y, as long as z is calculated as z = 60 / (x y).

There are infinitely many solutions for the dimensions that will give a box with a total of 60 cubes.

set of dimensions that satisfies the condition is x = 2, y = 3, and z = 10.

Hence, a box that contains two times as many cubes as a box that is 2 by 3 by 5 can have dimensions of 2 by 3 by 10.

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(URGENT)An engineer has a 40:1 scale drawing of a bridge. The dimensions of the scaled bridge deck are 24 inches by four and four fifths inches. What is the area of the actual bridge deck in square feet?

460 square feet
640 square feet
960 square feet
1,280 square feet

Answers

The area οf the actual bridge deck in square feet is 1,280 square feet.

What is Area?

Area refers tο the measurement οf the size οf a twο-dimensiοnal surface, usually measured in square units such as square inches, square feet, οr square meters. It represents the amοunt οf space that is inside the bοundary οf a flat οbject οr shape.

The scale οf the drawing is 40:1, which means that the dimensiοns οf the scaled bridge deck are 40 times smaller than the actual bridge deck. Tο find the area οf the actual bridge deck in square feet, we need tο cοnvert the dimensiοns οf the scaled bridge deck frοm inches tο feet and then multiply by the square οf the scale factοr (40² = 1600).

The dimensiοns οf the scaled bridge deck in feet are:

24 inches = 2 feet

4 and 4/5 inches = 0.4 feet

Sο, the area οf the scaled bridge deck in square feet is:

2 feet x 0.4 feet = 0.8 square feet

Tο find the area οf the actual bridge deck in square feet, we need tο multiply the area οf the scaled bridge deck by the square οf the scale factοr:

Area οf actual bridge deck = 0.8 square feet x (40²) = 1280 square feet

Therefοre, the area οf the actual bridge deck in square feet is 1,280 square feet.

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Answer:

Step-by-step explanation:

The scale factor indicates the actual bridge is 40 times larger than the drawing.

Increase the scale dimensions by the factor of 40.

24 times 40 = 960"

4.8 times 40 = 192" (I changed 4 4/5 to 4.8)

Area = length times width

960 times 192 = 184320 sq inches actual bridge deck in square inches

Divide 183320 by 144 (sq inches in a square foot) = 1280 sq feet

The Gordon family plans to buy a TV. One TV has a purchase price of $330 and an estimated yearly operating cost of $14. The other has a purchase price of $369 and an estimated yearly operating cost of $9. Which TV should the Gordons buy if they plan to keep it for 8 years? Use rational functions to help justify your answer

Answers

Answer:

Step-by-step explanation:

They should purchase the $369 one with the $9 plan.

330 + (14x8) =442

369+ (9x8) = 441

Hope this helps!

Answer:

rational functions that model the average annual cost of each television if it is owned for x years, such as f(x)= (330+14x)/x and

g(x)= (369+9x)/x

calculation proving that over 8 years, the annual cost for the $330 television is $55.25; for the $369 television, it is $55.13

statement that the Gordons should buy the $369 television because it is less expensive overall

Step-by-step explanation:

edge 2022

Bishwant thought of a number
He doubled it and added 5.if
he got 13, find the number
thought.​

Answers

The number he thought was 4

Answer:

The number Bishwant thought of is 4.

Step-by-step explanation:

First, let's think about what we can eliminate.

If Bishwant doubled the number and added 5, getting 13--then the number he thought of is obviously less than 13, 12, 11, 10, 9, 8, and 7.

Now, let's do some trials!

6 + 6 = 12; 12 + 5 = 17 <-- Incorrect

5 + 5 = 10; 10 + 5 = 15 <-- Incorrect

4 + 4 = 8; 8 + 5 = 13 <--Ah!

4 is the answer! (If you have any questions about this riddle, feel free to comment--but, please stay respectful everywhere, all the time.)

Find the value of K when K = 3n2 + w when n = 2 and w = - 10

Answers

Answer:

K = 2

Step-by-step explanation:

substitute n = 2 and w = - 10 into the equation.

K = 3n² + w = 3(2)² + (- 10) = 3(4) - 10 = 12 - 10 = 2

Please help I’m stuck and keep getting the wrong answer

Please help Im stuck and keep getting the wrong answer

Answers

The time spent higher than 26 meters above the ground is 0.42 minutes. Answer: 0.42

A Ferris wheel is 30 meters in diameter and boarded from a platform that is 4 meters above the ground.

The six o'clock position on the Ferris wheel is level with the loading platform.

The wheel completes 1 full revolution in 2 minutes.

We have to find how many minutes of the ride are spent higher than 26 meters above the ground.

So, let's start with some given data,Consider the height of a person at the six o'clock position = 4 meters

So, the height of a person at the highest point = 4 + 15 = 19 meters (since the diameter is 30 meters, the radius will be 15 meters)

Also, the height of a person at the lowest point = 4 - 15 = -11 meters

Therefore, the Ferris wheel completes one cycle from the lowest point to the highest point and back to the lowest point.

So, the total distance travelled will be = 19 + 11 = 30 meters.

Also, we are given that the wheel completes 1 full revolution in 2 minutes.

We need to calculate the time spent higher than 26 meters above the ground.

So, the angle between the 6 o'clock position and 2 o'clock position will be equal to the angle between the 6 o'clock position and the highest point.

This angle can be calculated as follows:

Angle = Distance travelled by the Ferris wheel / Circumference of the Ferris wheel * 360 degrees

Angle = 30 / (pi * 30) * 360 degrees

Angle = 360 degrees / pi

= 114.59 degrees

So, the total angle between the 6 o'clock position and the highest point is 114.59 degrees.

Now, we need to find out how much time is spent at an angle greater than 114.59 degrees.

This can be calculated as follows:

Time = (Angle greater than 114.59 degrees / Total angle of the Ferris wheel) * Total time taken

Time = (180 - 114.59) / 360 * 2 minutes

Time = 0.42 minutes

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Pls help Darnell is an election officer. On election day, he travels to the polling place, which is 4.4 miles away from his home. On a map of Harrison County, these two places are 8 inches apart. What is the scale of the map? Write your answer in simplest form using whole numbers.

Answers

Answer:

The scale of the map is 1 : 34848

---------------------------------

Real distance is 4.4 miles and on the map it is 8 inches.

The scale is:

8 in : 4.4 miles =                                  Divide both sides by 81 in : 0.55 miles

or

1 in : 0.55 * 63360 in =                       Convert 1 mile = 63360 inches1 : 34848

Solve this system by elimination

10x+6y=14
-x-6y=-23

Show step by step

Answers

Answer:

(-1, 4)

General Formulas and Concepts:

Pre-Algebra

Order of Operations: BPEMDASEquality Properties

Algebra I

Solving systems of equations using substitution/elimination

Step-by-step explanation:

Step 1: Define systems

10x + 6y = 14

-x - 6y = -23

Step 2: Solve for x

Elimination

Add 2 equations together:                    9x = -9Divide 9 on both sides:                          x = -1

Step 3: Solve for y

Define original equation:                    -x - 6y = -23Substitute in x:                                     -(-1) - 6y = -23Multiply:                                                1 - 6y = -23Subtract 1 on both sides:                     -6y = -24Divide -6 on both sides:                      y = 4

4x +y = 8
2x - 3y = 4
There is no solution.
® There are infinitely many solutions.
© There is exactly one solution at (2,0).
There is exactly one solution at (0,2).
Pick a statement that describes the solution correctly

Answers

Hello! Your answer will be the second provided answer.

See attachment below for explanation...

4x +y = 82x - 3y = 4There is no solution. There are infinitely many solutions. There is exactly one solution

Find the value of x.

Find the value of x.

Answers

Answer:

5

Step-by-step explanation:

explain the types of frequency distribution in statistics




Answers

The two types of frequency distributions are Discrete Frequency Distribution and Grouped Frequency Distribution

What are the types of distribution?

The two types of frequency distributions are;

Discrete Frequency Distribution:Grouped Frequency Distribution

When the data consists of discrete, separate values, this sort of distribution is used. It displays the frequency or number of occurrences of each value.

The data is often expressed in a table with two columns: one for distinct values and another for the frequencies of those values.

This distribution is utilized when the data is continuous and has a wide range of values. It entails categorizing the data into intervals or classes and then calculating the frequency of values that fall within each interval.

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-4n>5 match inequality to it corresponding statement

Answers

Answer:

n<-1.25

Step-by-step explanation:

A group of people were asked if they had run a red light in the last year. 186 responded "yes" and 130 responded "no." Find the probability that if a person is chosen at random from this group, they have not run a red light in the last year.

Answers

Step-by-step explanation:

There are 186 + 130 = 316 people total, Out of those 316, there are 186 people who responded "yes" to running a red light.

so the probablity is approximately 186/316 = 0.58860759493

If you want this probablity as percentage , then it would be approximately

58.860759493%

                                       Thank You

Help meeeeeeeeeeeeeeee

Help meeeeeeeeeeeeeeee

Answers

Answer:

75

Step-by-step explanation:

f(4) means to use 4 in place of x.

f(x) = 3(5)^(x-2)

fill in 4 for

f(4) = 3(5)^(4-2)

do the 4-2 subtraction first

f(4) = 3(5)^2

do the 5 to the 2nd power next.

f(4) = 3(25)

last, multiply.

f(4) = 75

This is just following the typical order of operations.

tim wants to order pizza for 22 employees.Each employee should get 1/4 of a pizza.How many pizzas should tim order ?

Answers

Tim should order approximately 6 pizza.

Define division.

Division in mathematics is the process of dividing an amount into equal parts. For instance, we may split a group of 20 people into four groups of 5, five groups of 4, and so on. One of the four fundamental arithmetic operations, or how numbers are combined to create new numbers, is division. The other operations are multiplication, addition, and subtraction. Mathematicians use addition, subtraction, multiplication, and division as their four fundamental arithmetic operations. The division is one of these four operations that we employ most frequently in our daily work. It involves dividing a huge group into equally sized smaller units. Divide 25, for instance, by 5.

Given Data

Number of employees = 22

Slice of pizza one should get = 1/4

Dividing 22 by 1/4

\(\frac{22}{4}\)

5 and \(\frac{1}{2}\)

Tim should order approximately 6 pizza.

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What is twenty thousand, six hundred two in expanded form?

Simplify (2+3)^2-16divided by 2

Answers

Answer:

20,000+600+2

4 1/2

Step-by-step explanation:

(2+3)^2-16 divided by 2

first you 2+3=5 then 5 times 5 equals 25

Then 25-16=9

9/2=4 1/2

A tile factory earns money by charging a flat fee for delivery and a sales price of $0.25 per tile. One customer paid a total of $3,000 for 10,000 tiles. The equation y – 3,000 = 0.25(x – 10,000) models the revenue of the tile factory, where x is the number of tiles and y is the total cost to the customer.
Which function describes the revenue of the tile factory in terms of tiles sold?

Answers

The answer is 1.C 2.$500

x-2y+z=2
bx+ay=3
-2y+z=-4
Choose appropriate values for a and b

Answers

Answer:

Attached

Step-by-step explanation:

Just for your reference, this question will get unlimited number of solutions, attached is a few examples I calculated from Excel. Have fun to pick one or create one to be your favorite.

x-2y+z=2bx+ay=3-2y+z=-4Choose appropriate values for a and b

Your investment adviser tells you that Acme Widgets has a 40% chance of increasing your investment by $10,000, and Gimbles Stuff has a 30% chance of increasing your investment by $15,000. Which has the higher Expected Value?

Answers

Gimbles Stuff will have the higher expected value.

Explanation: 15,000x0.3= 4,500 whereas 10,000x0.4= 4,000
Yes now happy birthday

Please help! Thank you, Picture down Below!

Please help! Thank you, Picture down Below!

Answers

Answer:

A.24

Step-by-step explanation:

that is the.value of x

Answer:

(5x + 15)⁰+ (3x - 3⁰) = 180⁰ ( same side on interior angle theorm)

(8x + 12)⁰= 180⁰

8x = 168⁰

x = 21

Hope it helps u

Simplify the following expression: a + 2c − 5b − c + a − b

Answers

Answer:

Step-by-step explanation:

an 18, 2016 - A + 2c − 5b − c + a − b1a + 1a + 2c − 1c − 5b − 1b(1+1) a + (2-1)c + (−5−1)b 2a + 1c − 6bAnswer: 2a + c − 6b.

2 answers

Each of 6 students reported the number of movies they saw in the past year. Here is what they reported. 14, 11, 15, 19, 12, 10 Send data to calculator Find the mean number of movies that the students saw. If necessary, round your answer to the nearest tenth. movies X Ś​

Answers

The mean number of movies that the students saw is 13.5 (rounded to the nearest tenth).

To find the mean number of movies the students saw, you need to calculate the average of the given data. Here are the reported numbers of movies seen by the 6 students: 14, 11, 15, 19, 12, 10.

To calculate the mean, you sum up all the reported numbers and divide by the total number of students. In this case, the total number of students is 6.

So, let's calculate the mean:

(14 + 11 + 15 + 19 + 12 + 10) / 6 = 81 / 6 = 13.5

Therefore, the mean number of movies that the students saw is 13.5 (rounded to the nearest tenth).

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What is the equation of a circle with center (1,-4) and radius 2?

Answers

Step-by-step explanation:

Centre of circle(h,k)=(1,-4)

radius of the circle(r)=2

Equation of the circle is,

(x-h)^2+(y-k)^2=r^2

(x-1)^2+(y+4)^2=2^2

x^2-2x+1+y^2+8y+16=4

x^2+y^2-2x+8y+13=0 is the req.equation of the circle.

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which of these is still considered deviant today by many in the united states, according to your text? The was created to oversee the provisions of multilateral trade agreements, resolve disputes under the international trade rules, and meet periodically to consider further trade liberalization. Sonya delivered a speech to her managers about some new technologies that she thought could make her team more efficient. After she finished her speech, she was out of breath and realized that she hadn't even paused to take a real breath when she was speaking. Nevertheless, she felt that she did a good job following her speech outline. Although they were paying close attention during the speech, the managers seemed confused about how the ideas she presented fit into the company's business model, and asked Sonya several questions. Which of the following would be a factor most likely to have been the problem with Sonya's speech?A. She spoke too quietly.B. Her speech lacked inflection.C. She spoke too loudly.D. She spoke too quickly. Now let's try one without any help from the simulation. Write a balanced chemical equation for the combustion reaction of ethane gas (C2H6) and oxygen gas (O2), then answer the following questions:(o) How many moles of carbon dioxide are produced from the combustion of 6.20 moles of ethane gas? (You may assume you have an excess of oxygen gas)(p) How many moles of carbon dioxide are produced from the combustion of 3.92 moles of oxygen gas? (You may assume you have an excess of ethane gas)(q) How many moles of carbon dioxide are produced from the combustion of 6.20 moles of ethane gas with 3.92 moles of oxygen gas?(r) How much excess reactant remains after the reaction described in (q)?(s) How much excess reactant remains after the combustion of 6.10 moles of ethane gas with 5.69 moles of oxygen gas? Given that 4 NH3 + 5 O2 4 NO + 6 H2O, if 3.00 mol NH3 were made to react with excess of oxygen gas, the amount of H2O formed would be behavior produces events in the environment, whereas respondent behavior occurs as an automatic response to a stimulus. write and equation to state the following: a varies jointly with b and the square root of c and inversely with the cube of d. judging from your results, what time period after the first action potential best describes the relative refractory period (the time when a 2nd action potential can be generated only if the stimulus intensity is increased?) How Brucella establishes infection within a hostArrange the following statements in chronological order:1) Infected macrophages can then traffic the bacteria to the lymph nodes and other sites within the body.2) The Brucella organism invades the GI tract by migrating through M cells.3) The Brucella organism is phagocytized by macrophages of the mucosa-associated lymphoid tissue.4) Once internalized, the organism survives within the phogolysosomes and establishes an intracellular existence.5) The Brucella organism enters the host through exposure of the skin and mucosa or by ingestion.