r. gao and a. j. kleywegt. distributionally robust stochastic optimization with wasserstein distance. arxiv preprint arxiv:1604.02199, 2016.

Answers

Answer 1

Distributionally robust stochastic optimization (DRSO) is a framework for decision-making problems under certainty, which finds solutions that perform well for a chosen set of probability distributions.

Review on r. gao and a. j. kleywegt. distributionally robust stochastic optimization with wasserstein distance -

A paradigm for decision-making under certainty called distributionally resistant stochastic optimization (DRSO) seeks solutions that function well for a specified set of probability distributions. There have been many different methods offered for describing a set of distributions. The decision is significant since it has an impact on the outcomes, and the relative effectiveness of various options depends on the traits of the issues. In this study, we take into account issues where various random variables show some degree of reliance, but the precise values of the parameters describing the dependence are unknown.We also get the DRSO problem in a dual reformulation. The formulation also has the advantage of avoiding a problem related to the one-sided moment constraints in moment-based DRSO issues, which is a desirable result.

Learn more about DRSO

brainly.com/question/2748639

#SPJ4


Related Questions

Please just give the answer no calculations .

Answers

The correct answer is 77

Is -2.5 greater than or less than 2.1?

Answers

Answer: less

Step-by-step explanation:

Answer:     The answer is less than  

because negative are always less than positives

Step-by-step explanation:

I hope this helps

an equation in slope-intercept form for the line described. slope -13/5, passes through(5,-7)

Answers

Answer:

shebolixashebshe is she she is she she he she and he are in love go to xvideos.com to see them rápīng each other

Step-by-step explanation:

426;/7/(/&/)m

PLS HELP
NOW IF POSSIBLE

Answers

Answer:

i think it is 4

Step-by-step explanation:

Mason is going to an amusement park. The prize of the admission into the park is $30, and once he is inside the park, he will have to pay $2 for every ride he rides on. How much money would mason have to pay in total if he goes on 9 rides? How much would he have to pay if he goes on r rides

Answers

Answer: $48 for 9 rides

$(30+2r) for r rides

Step-by-step explanation:

r=rides. t=total money spent

t=30+2r

t=30+2(9)

t=30+18

t=$48 for 9 rides

t=$(30+2r) for r rides

Mason has to pay $48 as total if he goes on 9 rides and he would have to pay a total of $30 + $2r if goes on r rides.

If Mason goes on 9 rides, we can calculate his total cost using the given information.

Admission cost: $30

Cost per ride: $2

Number of rides: 9

Total cost = Admission cost + (Number of rides × Cost per ride)

Total cost = $30 + (9 × $2)

Total cost = $30 + $18

Total cost = $48

Now, let's calculate how much he would have to pay if he goes on "r" rides.

Total cost = Admission cost + (Number of rides × Cost per ride)

Total cost = $30 + (r × $2)

Total cost = $30 + $2r

So, if Mason goes on 9 rides, he would have to pay a total of $48 and  if Mason goes on "r" rides, he would have to pay a total of $30 + $2r.

To learn more on Equation:

https://brainly.com/question/10413253

#SPJ3

a​ company's charge for electricity is ​¢6.434 per​ kilowatt-hour. in​ addition, each monthly bill contains a customer charge of ​$7.81. if last​ year's bills ranged from a low of ​$51.74 to a high of ​$​192.28, over what range did usage vary​ (in kilowatt-hours)? course hero

Answers

The range in which the usage vary is from 682.77  kilowatt-hours to 2867.11  kilowatt-hours.

Given the charge of electricity charge is 6.434 cents  per​ kilowatt-hour.

Fixed customer charge = ​$7.81

Bill range = $51.74 to ​$​192.28

Since every value is in $ , we will first convert cents to dollar

per​ kilowatt-hour charge will be $6.434/100    ( as $1 = 100 cents )

per​ kilowatt-hour charge = $ 0.06434    …(1)

Lets us first find the lower range of usage

Last year's lowest bill was $51.74 (including the customer charge)

So last year lowest bill = $51.74-$7.81  = $43.93   …(2)

We know that (per KWh charge)x(no. of KWh used)=Total bill. …(3)

Substituting the values from (1) & (2) we get

(0.06434)x(no. of KWh used)=$43.93

no. of KWh used=[tex]\frac{43.93}{0.06434} = 682.77 KWh[/tex]

Similarly we will solve for maximum KWh used

Lets us find the maximum range of usage

Last year's highest bill was $192.28 (including the customer charge)

So last year highest bill = $192.28-$7.81  = $184.47   …(4)

Substituting the value of (1) & (4) in (3) we get

(0.06434)x(no. of KWh used)=$184.47

no. of KWh used=[tex]\frac{184.47}{0.06434} =2867.11 KWh[/tex]

Therefore ,  the The range in which the usage vary is from 682.77 kilowatt-hours to 2867.11  kilowatt-hours.

Learn more about Ratio here https://brainly.com/question/17489069

#SPJ4

joe bought a condo for $200,000. he put down 20%, which was $40,000. how much does he owe on the condo?

Answers

By taking the difference between the total cost of the condo and the amount that he already paid, we conclude that Joe owes a total of $160,000 for the condo.

How much does he owe on the condo?

To find how much he owes on the condo, we need to find the difference between the total cost of the condo, which is $200,000, and the amount that he already paid, which is $40,000.

(Remember that difference means a subtraction)

It gives.

$200,000 - $40,000 = $160,000

In this way, we conclude that Joe owes a total of $160,000 for the condo.

If you want to learn more about subtractions:

https://brainly.com/question/25421984

#SPJ1

solve w^4 - 18w^2 + 81 =0

Answers

Answer:

W4 - 18w2 + 81 =0 this is the answer

W4 - 18W2 + 81 =0 this is the answer.

What is the value of x in the equation 1/5x - 2/3y = 30, when y = 15?
4
8
80
200

Answers

Answer:

x = 200

Step-by-step explanation:

substitute y = 15 into the equation

[tex]\frac{1}{5}[/tex] x - ([tex]\frac{2}{3}[/tex] × 15) = 30

[tex]\frac{1}{5}[/tex] x - (2 × 5) = 30

[tex]\frac{1}{5}[/tex] x - 10 = 30 ( add 10 to both sides )

[tex]\frac{1}{5}[/tex] x = 40 ( multiply both sides by 5 to clear the fraction )

x = 5 × 40 = 200

anbody know what this x means

Answers

Answer: x would be 6

Step-by-step explanation: x is a variable, its being used as multiplication here and u need to find the number x is representing

with 2x = 12

divide both sides by 2

2x divided by 2, 12 divided by 2

ur left with

x = 6

I don’t really understand I think it’s distance formula but I got it wrong pls help

Answers

Perimeter of rectangular garden = 34 ft

Area of rectangular garden = 60 ft²

What is the Perimeter and Area of a Rectangle?

Perimeter = 2(length + width)

Area = (length)(width)

The rectangular garden has the following vertices:

Q(-5, 3)R(7, 3)S(7, -2)T(-5, -2)

Length of the rectangular garden = QR = |-5 - 7| = |-12| = 12 units

Width of the rectangular garden = RS = |3 -(-2)| = |3 + 2| = 5 units

Perimeter = 2(length + width) = 2(12 + 5) = 34 units = 34 ft

Area = (length)(width) = (12)(5) = 60 units = 60 ft²

Learn more about the perimeter and area of rectangle on:

https://brainly.com/question/24571594

#SPJ1

which expression is equivalent to startfraction startroot 2 endroot over rootindex 3 startroot 2 endroot endfraction?one-fourthrootindex 6 startroot 2 endrootstartroot 2 endrootstartfraction startroot 2 endroot over 2 endfraction

Answers

One-fourth root index 6 start root 2 - this expression is equivalent to start fraction start root 2 end root over root index 3 start root 2 end root end fraction.

What is equivalent?

A comparable is how much a substance that responds with an erratic measure of one more substance in a given synthetic response. Comparable weight can be characterized as the mass of one likeness a given substance that will consolidate with or uproot a decent amount of the other substance. Identical loads not entirely set in stone by try, however (to the extent that they are as yet utilized) are currently gotten from molar masses. Identical load in science is the most widely recognized term utilized and one of the fundamental ideas of science in the actual science part. The significance of 'identical' by and large alludes to two numbers, articulations, or amounts with a similar worth. There are numerous ways of communicating a comparable amount - it tends to be indicated either by a bar or an identical image.

To learn more about equivalent, visit:

https://brainly.com/question/15207017

#SPJ4

20. Abiona dives from a platform that is 5 meters above water. Her dive takes
her 2.1 meters below the surface of the water. Which expression could
represent the distance, in meters, that Abiona dives? Select all that apply.
015-(-2.1)|
O 1-(2.1)-(-5)|
0 12.1-51
01-(2.1) - 51
O 15+(-2.1)|
17 Odd and Subtract Rational Numbers

Answers

The expression that could represent the distance, in meters, that Abiona dives will be:

5 - (-2.1)

5 + 2.1

How to calculate the expression?

From the information, Abiona dives from a platform that is 5 meters above water. Her dive takes her 2.1 meters below the surface of the water.

The appropriate expression will be:

= 5.1 - (-2.1)

= 5.1 + 2.1

= 7.2

Learn more about expressions on:

brainly.com/question/22048677

#SPJ1



Plot the number -5/2 on the number line below by dragging the given point.

Answers

Plot it halfway between -2 and -3

Root 40 to the nearest 10

Answers

Root 40 to the nearest 10 is 6.3

The root of a number in math is a number that when multiplied by itself produces the original number. For example, the square root of 49 is 7 because 7×7=49.

Rounding off to the nearest 10 means that we wish to round off the last two digits of a number, that is up to the tens place of a number.

We have been given that 40 is the number whose root we have to round off so here are step-by-step instructions for how to get the square root of 40 to the nearest tenth:

Step 1: Calculate. We calculate the square root of 40 to be: √40 = 6.32455532033676.

Step 2: Reduce. 6.32.

Step 3: Round. Round 6.32 so you only have one digit after the decimal point to get the answer: 6.3.

So therefore the nearest 10 of root 40 is 6.3

To learn more about round off visit brainly.com/question/13391706

#SPJ9

1/2 log25/4base10-2log4/5base10+log320/125base10

Answers

Answer: 1

Step-by-step explanation:

[tex]\displaystyle\\\frac{1}{2}lg\frac{25}{4} -2lg\frac{4}{5} +lg\frac{320}{125}=\\\\lg\sqrt{\frac{5^2}{2^2} } -lg(\frac{4}{5})^2+lg\frac{5*64}{5*25}=\\\\lg\sqrt{(\frac{5}{2})^2 } -lg\frac{4^2}{5^2} +lg\frac{64}{25}=\\\\[/tex]

[tex]lg\frac{5}{2} -lg\frac{16}{25}+lg\frac{64}{25} =\\\\ lg\frac{5}{2}+lg\frac{64}{25} -lg\frac{16}{25} =\\\\lg\frac{5*64}{2*25} -lg\frac{16}{25}=\\\\ lg\frac{5*2*32}{2*5*5}-lg\frac{16}{25}= \\\\lg\frac{32}{5}-lg\frac{16}{25}=\\\\lg\frac{32*25}{5*16}=\\\\lg\frac{16*2*5*5}{5*16} =\\\\lg(2*5)=\\\\lg10 =\\\\1[/tex]

researchers are concerned that the weight of the average american school child is increasing​ implying, among other​ things, that​ children's clothing should be manufactured and marketed in larger sizes. if x is the weight of school children sampled in a nationwide study without​ rounding, what is x an example​ of?

Answers

X in an example​ of stochastic variable.

What is meant by stochastic variables?

Typically, a random (or stochastic) variable is defined as a variable that can assume more than one value due to chance.

The correct answers are: (a) stochastic variable: By stochastic variable we mean a variable (here X: the weight of students) whose values are subject to variation due to chance.

Here since X is the weight of the children sampled, hence X will vary along with change in the sampling units which gets selected by chance.

Hence X for a sample A and X value for a different sample B will be different. So the values of X vary due to chance ( chance takes part in the selecton of the sample). So X is a stochastic variable.

Learn more about  stochastic variable.

brainly.com/question/15399484

#SPJ4

The complete question is -

Researchers are concerned that the weight of the average American school child is increasing implying, among other things, that children's clothing should be manufactured and marketed in larger sizes. If X is the weight of school children sampled in a nationwide study, then X is an example of a stochastic variable. a parameter. a categorical variable. a continuous variable.

what 3+3 divided by 3 *6

Answers

Answer:

9

Step-by-step explanation:

URGENT!! ILL GIVE BRAINLIEST! AND 100 POINTS

Answers

Answer:

c

Step-by-step explanation:

This was a question asked by someone else roughly a week ago, here's the answer to that question. It's the same as this question. I hope this helps.

A town has accumulated 4 inches of snow and the snow depth is increasing by 3 inches every hour . a nearby town has accumulated 1 inch and the depth is increasing by 5 inches every hour. how many hours will the snowfall of the towns be equal if the snow continues at the given rates?

answer as an equation and solve, please help!!

Answers

The equation which represents the given situation as described about snow depths in the task content is; 4 + 3x = 1 + 5x and the solution is; x = 1 and a half hours.

At what time will the snow fall of the towns in discuss have the same snow depth according to the given rates?

It follows from the task content that the time at which the snowfall in the towns in discuss will be equal be determined.

According to.the word phrases given;

A town has accumulated 4 inches of snow and the snow depth is increasing by 3 inches every hour. Hence, we have;

4 + 3x.

Also, a nearby town has accumulated 1 inch and the depth is increasing by 5 inches every hour. Hence ,we have;

1 + 5x

Consequently, when the snowfalls are equal, we have;

4 + 3x = 1 + 5x

3 = 2x

x = 3/2.

x = 1 and a half hours.

Ultimately, the equation which represents the given situation as described about snow depths in the task content is; 4 + 3x = 1 + 5x and the solution is; x = 1 and a half hours.

Read more on word problems;

https://brainly.com/question/21405634

#SPJ1

Kiara has​ $520 in her bank account. each week she deposits​ $80 and withdraws​ $35. gael has​ $310 in his account. each week he deposits​ $95 and withdraws​ $20. write and solve an equation to determine the week w when gael and kiara have the same amount of money in their accounts.

Answers

Answer:

fuimaa

Step-by-step explanation:

what is 5/8 exressed as a decimal

Answers

5/8 is 0.625 as a decimal

Sarah took the advertising department from her company on a round trip to meet with a potential client. Including Sarah a total of 6 people took the trip. She was able to purchase

coach tickets for $270 and first class tickets for $1250. She used her total budget for airfare for the trip, which was $3580. How many first class tickets did she buy? How many coach

tickets did she buy?

number of first class tickets bought =

number of coach tickets bought =

x= number of coach tickets bought

Y= number of first class tickets bought

Answers

The total number of tickets bought is 6 and the number of coach tickets bought is 4 while the number of first class tickets bought is 2

How to solve algebra word problems?

We are told that a total of 6 people took the trip. If x is the coach tickets and y is the first class tickets and she bought tickets for 6 of them, then we can say that;

x + y = 6    ------(1)

Now, coach tickets cost $270 and first class tickets costs $1250. She used her total budget for airfare for the trip, which was $3580. Thus;

270x + 1250y = 3580    ----(2)

Solving both equations simultaneously gives;

x = 4 and y = 2

Thus, we conclude that the number of coach tickets bought is 4 while the number of first class tickets bought is 2.

Read more about Algebra Word Problems at; https://brainly.com/question/13818690

#SPJ1

What is 20 as a mixed number?

Answers

Answer:

c: 3 ⅓

Step-by-step explanation:

C has been simplified. If we converted the fraction ⅓ to 2/6 the answer would equal 20.

This is because we can do (whole number × denominator) 3 × 6 = 18 and then 18 + 2 (numerator) = 20

Answer:

Step-by-step explanation:

8.2 - 4.3 i really need help-

Answers

Answer:

3.9

Step-by-step explanation:

8.2-4.3=3.9

3.9+4.3=8.2

show work needed please.

Answers

First do 7/100 to convert the percent to a decimal, you will get 0.07, now to get 7% of $5136 multiply .07 and 5136 to get 359.52. So she had to pay $359.52 in GST

ST=15, SR=6, RT = ?

help

Answers

The numerical length of RT is 9 units

How to determine the length of RT?

The given parameters are

ST = 15

SR = 6

RT = ??

Assume that the point R is on the line ST, then we have the following equation

ST = SR + RT

This gives

6 + RT = 15

Subtract 6 from both sides of the equation

RT = 9

Hence, the numerical length of RT is 9 units

Read more about line segments at:

https://brainly.com/question/14366932

#SPJ1

The inequality -15<-6 is given. Perform the given operation, then write a true
inequality to match the result.
Multiply both sides of the inequality by
-1/2

Answers

The result of the operation is 30 > 3 and the result is true

How to perform the operation on the inequality expression?

The inequality expression is given as:

-15 < -6

The operation on the inequality expression is given as:

Multiply both sides of the inequality by -1/2

So, we start by multiplying both sides of the above inequality by -1/2

This is represented as

-15 * -1/2 < -6 * -1/2

Evaluate the products

So, we have

30 > 3

The above inequality is true because 30 is greater than 3

Hence, the result of the operation is 30 > 3 and the result is true

Read more about inequality at:

https://brainly.com/question/24372553

#SPJ1

find the area if the shaded figure below

Answers

Answer:

21 units²

Step-by-step explanation:

add all the squares up

The answer is 24 units.

3.5+2=2x-10help me HELP ME JIGGABOOS

Answers

3.5 + 2 = 2x - 10
5.5 = 2x -10
+10 +10
—————————
15.5 = 2x
—— ——
2 2

7.75 = x

7.75 is the answer
Other Questions
If auxin transport proteins were equally distributed at both ends of the cells, would polar auxin transport stiu be possible? Explain. Question 38. Write the first six terms of the arithmetic sequence with the first term, a1 = 240, and common difference, d= 24. The first six terms are a1 = ,a3= , a4= ,a5= , and a6= . The cost of a ticket to the circus is $14.00 for children and $38.00 for adults. On a certain day, attendance at the circus was 700 and the total gate revenue was $19,400. How many children and how many adults bought tickets? the purpose of this passage from the constitution is to identify the jurisdiction of the federal courts. distinguish between laws and treaties. establish a system of inferior courts. place specific limits on the federal courts. Answer if you know your right, bur don't answer just for the points How do factors that illustrate patterns of population distribution vary according to scale of analysis? Why? hentoncast, a small, privately held maker of high-end fly-fishing rods, is known for expensive, handmade, custom rods used by enthusiasts and celebrities. based on results from consumer research, hentoncast is about to introduce a line of ready-made rods with a somewhat lower, yet still premium, price that will be accessible to a wider range of consumers. you are the vice president of marketing at hentoncast. your job is to determine an appropriate target market for these new fishing rods and establish appropriate marketing channels to reach those customers, while still providing service to your original customers. What is the most accurate representation of the earth?A globe A political mapA physical mapThe winkel tripel project 10 times a number equals 10 less than 12 times a number what is the number is 4/3 and 3/4 equivalent fractions Scientific knowledge is ? If people with freckles preferentially mated with other people with freckles, this would be an example of:________ a manager is participating in introducing a shared governance model to a health-care organization. what is the managers best action? To evaluate the effectiveness or performance of a marketing strategy, firms typically use. Which option best describes an archipelago? artic, ice-covered islandsartic, ice-covered islandsa chain of tropic islandsa chain of tropic islandsislands smaller than an acreislands smaller than an acrea group of islands Even as they were committing these crimes, the Nazis became the first Holocaust deniers. Which is the BEST example of the Nazi attempt to erase the Holocaust?A. The tattoos they put on the arms of prisoners of Auschwitz were rubbed off.B. Sobibor and Treblinka were burned to the ground and houses were built on top.C. Businesses that had been taken from Jews were returned to their family before the end.D. Himmlers wrote to his subordinates using phrases like the Jewish question. I WILL GIVE BRAINLEST 70 POINTS!!! 1. Review your lesson 1.07. 2. Answer the following questions using complete sentences: Provide at least 3 things you learned during your review of this lesson. How could you apply 1 (or more) of these to your school life? Did you find this lesson helpful? Explain your reasoning. Cole sees himself as being attractive, smart, and athletic. this indicates cole has ______ self-esteem. How does the reduced genetic diversity of small populations make them more vulnerable to extinction? help would be appreciated :)